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Welcome to the first edition of our monthly CircleCI roundup, a quick read to help you ship faster, build smarter, and stay ahead as the CI/CD landscape continues to evolve.
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Welcome to the first edition of our monthly CircleCI roundup, a quick read to help you ship faster, build smarter, and stay ahead as the CI/CD landscape continues to evolve.
Built with care by your CircleCI team
What's New
Customer Spotlight: Kajabi
Resources
Read
CircleCI is now available as a Codex plugin
Debug builds, inspect pipelines, optimize your config, and trigger reruns, all without leaving the agent. Just install the plugin and prompt @circleci to get started.
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Learn how to get set up →
Read
MCP vs. CLI for AI-native development
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If you try one thing this month:
Try
Smarter Testing
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Welcome to the first edition of our monthly CircleCI roundup, a quick read to help you ship faster, build smarter, and stay ahead as the CI/CD landscape continues to evolve.
Built with care by your CircleCI team
What's New
Customer Spotlight: Kajabi
Resources
Read
CircleCI is now available as a Codex plugin
Debug builds, inspect pipelines, optimize your config, and trigger reruns, all without leaving the agent. Just install the plugin and prompt @circleci to get started.
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If you try one thing this month:
Try
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Next week: Ivan Zhao announces Notion’s Developer Next week: Ivan Zhao announces Notion’s Developer Platform - kovaliklukas@gmail.com - Gmail — Personal...
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:=-. :#@@@@@@#*=- :#@@@@@@@@@@@@+ :. :#@@@@@@@@@@@@@@@ . *@@+. #@@@@@@@@@@@@@@@@= =@+ *@@@@@*. :@@@@@@@@@@@@@@@@@ -@@@%: .@@@@@@@@*. #@@@@@@@@@@@@@@@@..@@@@@@+ :@@@@@@@@@@*. :@@@@@@@@@@@@@%= %@@@@@@@%: @@@@@@@@@@@@*.=*%@@@@@@@@%= #@@@@@@@@@@* =@@@@@@@@@@@@@*. :-=*#= *@@@@@@@@@@@@@- -@@@@@@@@@@@@@@#: =@@@@@@@@@@@@@@@* =%@@@@@@@@@@@@+ -@@@@@@@@@@%%#*++=: .=+##%##+=. **+==-:..
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Hi Lukáš,
We've been building so you can too.
Next week, we're hosting a virtual event to introduce our new Developer Platform. Join cofounder Ivan Zhao, along with members of the Engineering and Product teams, to see how you can sync any data, build any tool, and orchestrate any agent, all in Notion.
When:
Wednesday, May 13
Time:
9 a.m. PT | 12 p.m. ET
The event will be held in English with live translated captions available.
Register now
Register now
See you there,
The Notion Team
P.S. Can't make the virtual event? Register anyway—we'll send the replay.
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Hi Lukáš,
We've been building so you can too.
Next week, we're hosting a virtual event to introduce our new Developer Platform. Join cofounder Ivan Zhao, along with members of the Engineering and Product teams, to see how you can sync any data, build any tool, and orchestrate any agent, all in Notion.
When:
Wednesday, May 13
Time:
9 a.m. PT | 12 p.m. ET
The event will be held in English with live translated captions available.
Register now
Register now
See you there,
The Notion Team
P.S. Can't make the virtual event? Register anyway—we'll send the replay.
Write, plan, organize.
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Pull requests · screenpipe/screenpipe · GitHub
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Next week: Ivan Zhao announces Notion’s Developer Platform
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:=-. :#@@@@@@#*=- :#@@@@@@@@@@@@+ :. :#@@@@@@@@@@@@@@@ . *@@+. #@@@@@@@@@@@@@@@@= =@+ *@@@@@*. :@@@@@@@@@@@@@@@@@ -@@@%: .@@@@@@@@*. #@@@@@@@@@@@@@@@@..@@@@@@+ :@@@@@@@@@@*. :@@@@@@@@@@@@@%= %@@@@@@@%: @@@@@@@@@@@@*.=*%@@@@@@@@%= #@@@@@@@@@@* =@@@@@@@@@@@@@*. :-=*#= *@@@@@@@@@@@@@- -@@@@@@@@@@@@@@#: =@@@@@@@@@@@@@@@* =%@@@@@@@@@@@@+ -@@@@@@@@@@%%#*++=: .=+##%##+=. **+==-:..
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Hi Lukáš,
We've been building so you can too.
Next week, we're hosting a virtual event to introduce our new Developer Platform. Join cofounder Ivan Zhao, along with members of the Engineering and Product teams, to see how you can sync any data, build any tool, and orchestrate any agent, all in Notion.
When:
Wednesday, May 13
Time:
9 a.m. PT | 12 p.m. ET
The event will be held in English with live translated captions available.
Register now
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See you there,
The Notion Team
P.S. Can't make the virtual event? Register anyway—we'll send the replay.
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Next week: Ivan Zhao announces Notion’s Developer Platform
Next week: Ivan Zhao announces Notion’s Developer Platform
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Wed 13 May
Notion’s Developer Platform
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Fri 8 May, 17:48 (17 hours ago)
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:=-. :#@@@@@@#*=- :#@@@@@@@@@@@@+ :. :#@@@@@@@@@@@@@@@ . *@@+. #@@@@@@@@@@@@@@@@= =@+ *@@@@@*. :@@@@@@@@@@@@@@@@@ -@@@%: .@@@@@@@@*. #@@@@@@@@@@@@@@@@..@@@@@@+ :@@@@@@@@@@*. :@@@@@@@@@@@@@%= %@@@@@@@%: @@@@@@@@@@@@*.=*%@@@@@@@@%= #@@@@@@@@@@* =@@@@@@@@@@@@@*. :-=*#= *@@@@@@@@@@@@@- -@@@@@@@@@@@@@@#: =@@@@@@@@@@@@@@@* =%@@@@@@@@@@@@+ -@@@@@@@@@@%%#*++=: .=+##%##+=. **+==-:..
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Hi Lukáš,
We've been building so you can too.
Next week, we're hosting a virtual event to introduce our new Developer Platform. Join cofounder Ivan Zhao, along with members of the Engineering and Product teams, to see how you can sync any data, build any tool, and orchestrate any agent, all in Notion.
When:
Wednesday, May 13
Time:
9 a.m. PT | 12 p.m. ET
The event will be held in English with live translated captions available.
Register now
Register now
See you there,
The Notion Team
P.S. Can't make the virtual event? Register anyway—we'll send the replay.
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Pull requests · screenpipe/screenpipe · GitHub
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
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DNS / Nameservers | Hostinger
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
DXP4800PLUS-B5F8
AFFiNE - All In One KnowledgeOS
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All docs · AFFiNE
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Payments Logger
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS] - [EMAIL] - Gmail
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Електронно банкиране ДСК Директ от Банка ДСК
Електронно банкиране ДСК Директ от Банка ДСК
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You have 1 new message(s) in your Proton Mail acco You have 1 new message(s) in your Proton Mail account k*********** - kovaliklukas@gmail.com - Gmail — Personal...
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mail.google.com/mail/u/0/#inbox/FMfcgzQgLjWRwmDDbP mail.google.com/mail/u/0/#inbox/FMfcgzQgLjWRwmDDbPvDPtJKzKzgsBjw...
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Pull requests · screenpipe/screenpipe · GitHub
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DNS / Nameservers | Hostinger
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
DXP4800PLUS-B5F8
AFFiNE - All In One KnowledgeOS
AFFiNE - All In One KnowledgeOS
All docs · AFFiNE
All docs · AFFiNE
Payments Logger
Payments Logger
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS] - [EMAIL] - Gmail
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(25) Quora
Location Logger
Location Logger
Finance Hub
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Finance Hub
Finance Hub
Select: payments - db - Adminer
Select: payments - db - Adminer
Електронно банкиране ДСК Директ от Банка ДСК
Електронно банкиране ДСК Директ от Банка ДСК
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
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You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS]
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15 suitcase packing tips to maximise space Read more >
15 suitcase packing tips to maximise space
Read more >
Vueling baggage allowance guide Read more >
Vueling baggage allowance guide
Read more >
A guide to hand luggage: What can you take? Read more >
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Catch the best deal with Skyscanner's Price Alerts and Saved List Read more >
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10 Mediterranean destinations to visit this summer Read more >
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Guide to car hire fees, charges and payment options Read more >
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Quick deals
Quick deals
The cheapest we’ve found departing from Bratislava.
Tuzla
Tuzla Bosnia and Herzegovina
Tuzla
Tuzla
Bosnia and Herzegovina
7 Jun - 9 Jun
Flights from
£16
Kosice
Kosice Slovakia
Kosice
Kosice
Slovakia
9 Jun - 25 Jun
Flights from
£22
More cheap flights
More cheap flights
How did we find these deals?
They're simply the lowest fares we found for these destinations within the last 4 days, and are subject to change and availability.
Hire a car and see what’s out there
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Your top picks. In one place.
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Based on your activity we’ve set your home airport as Bratislava.
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15 suitcase packing tips to maximise space Read more >
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Vueling baggage allowance guide Read more >
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The cheapest we’ve found departing from Bratislava.
Tuzla
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7 Jun - 9 Jun
Flights from
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A New Era for
Arcanum Maps
Arcanum Maps
Dear Arcanum Users!
An era is coming to an end in the history of Arcanum Maps. Over the
past 15 years
– since the launch of the service – we have considered it our mission to make historical maps available to everyone,
completely free of charge
. This decade and a half of free access was truly unique, and we are proud to have supported the work of millions of researchers and interested users during this time.
However, maintaining the technological infrastructure and ensuring continuous development now require resources that make the previous model no longer sustainable. Therefore, after 15 years,
a significant change is coming into effect
.
Starting today, the new system will be launched, under which
the use of high-resolution maps will require a subscription
.
Why is this beneficial for our subscribers?
Even more content at the same price
If you
already have an active Arcanum Newspapers subscription
– or purchase one in the future – you will not need to pay any additional fee for full access to Maps. From now on, the Arcanum Newspapers subscription also includes high-resolution access to the entire map collection at no extra cost.
Long-term sustainability
This step ensures that Arcanum Maps will continue to be available to you over the next 15 years with the
same high standard and continuously expanding content
, supported by modern technology.
We understand that this is a major change after a decade and a half of free access, but we believe that the integration of Arcanum Newspapers and Maps provides a comprehensive research experience that will continue to be indispensable for you.
Thank you for your trust over the past 15 years and for your continued support!
Best regards,
The Arcanum Team
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A New Era for
Arcanum Maps
Arcanum Maps
Dear Arcanum Users!
An era is coming to an end in the history of Arcanum Maps. Over the
past 15 years
– since the launch of the service – we have considered it our mission to make historical maps available to everyone,
completely free of charge
. This decade and a half of free access was truly unique, and we are proud to have supported the work of millions of researchers and interested users during this time.
However, maintaining the technological infrastructure and ensuring continuous development now require resources that make the previous model no longer sustainable. Therefore, after 15 years,
a significant change is coming into effect
.
Starting today, the new system will be launched, under which
the use of high-resolution maps will require a subscription
.
Why is this beneficial for our subscribers?
Even more content at the same price
If you
already have an active Arcanum Newspapers subscription
– or purchase one in the future – you will not need to pay any additional fee for full access to Maps. From now on, the Arcanum Newspapers subscription also includes high-resolution access to the entire map collection at no extra cost.
Long-term sustainability
This step ensures that Arcanum Maps will continue to be available to you over the next 15 years with the
same high standard and continuously expanding content
, supported by modern technology.
We understand that this is a major change after a decade and a half of free access, but we believe that the integration of Arcanum Newspapers and Maps provides a comprehensive research experience that will continue to be indispensable for you.
Thank you for your trust over the past 15 years and for your continued support!
Best regards,
The Arcanum Team
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
Pull requests · screenpipe/screenpipe · GitHub
DNS / Nameservers | Hostinger
DNS / Nameservers | Hostinger
Nginx Proxy Manager
Nginx Proxy Manager
Screenpipe — Archive
Screenpipe — Archive
SQLite Web: archive.db
SQLite Web: archive.db
SQLite Web: db.sqlite
SQLite Web: db.sqlite
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
DXP4800PLUS-B5F8
AFFiNE - All In One KnowledgeOS
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Payments Logger
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Електронно банкиране ДСК Директ от Банка ДСК
Електронно банкиране ДСК Директ от Банка ДСК
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
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Pull requests · screenpipe/screenpipe · GitHub
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
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Show details
New Models
️
️
Design Updates
- Models are now sorted in the same order you sorted them in the new chat page. Your default model comes first, etc. (drag and drop models to select your default).
-
For long prompts, you can now expand the input box in a full-size view for easier editing.
-
User messages are now folded in the conversation thread to improve navigation between past messages.
Download attachment
New reprompting design and folded messages
Document Updates
-
Zip files are now accepted for upload.
-
Scanned PDFs that require OCR are now handled up to 50 pages (instead of 20 pages).
-
We fixed issues on XSLX files preventing some of them from being correctly uploaded.
Other
-
Conversations can now be imported not only from ChatGPT but also from Claude or another Mammouth account directly in your settings.
-
Mammouth Code has been updated, fixing installation bugs for older CPUs. To update Mammouth Code, follow the install script on
docs/mammouth-code
.
API Updates
️
-
The above models were added to the API.
-
You now have a
nice model view
thanks to nichu42! It is
opensource
. Our
documentation blog
is also open-source— we love receiving commit suggestions.
-
You can now create multiple API keys to segment your projects. The logs can be filtered by API key for better monitoring.
Mobile App
-
The mobile app is on
the
Google Play Store
.
↗️ Read the release notes on the blog
Read the release notes on the blog
Enjoy and stay tuned !
Enjoy and stay tuned !
"Mammouth explorer"
Luc Bouvattier - Customer Relations
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4517863134973325818
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7657558413323144601
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visual_change
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accessibility
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NULL
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
Pull requests · screenpipe/screenpipe · GitHub
DNS / Nameservers | Hostinger
DNS / Nameservers | Hostinger
Nginx Proxy Manager
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Screenpipe — Archive
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
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New Models
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Design Updates
- Models are now sorted in the same order you sorted them in the new chat page. Your default model comes first, etc. (drag and drop models to select your default).
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For long prompts, you can now expand the input box in a full-size view for easier editing.
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User messages are now folded in the conversation thread to improve navigation between past messages.
Download attachment
New reprompting design and folded messages
Document Updates
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Zip files are now accepted for upload.
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Scanned PDFs that require OCR are now handled up to 50 pages (instead of 20 pages).
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We fixed issues on XSLX files preventing some of them from being correctly uploaded.
Other
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Conversations can now be imported not only from ChatGPT but also from Claude or another Mammouth account directly in your settings.
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Mammouth Code has been updated, fixing installation bugs for older CPUs. To update Mammouth Code, follow the install script on
docs/mammouth-code
.
API Updates
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-
The above models were added to the API.
-
You now have a
nice model view
thanks to nichu42! It is
opensource
. Our
documentation blog
is also open-source— we love receiving commit suggestions.
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You can now create multiple API keys to segment your projects. The logs can be filtered by API key for better monitoring.
Mobile App
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The mobile app is on
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↗️ Read the release notes on the blog
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New Models
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Design Updates
- Models are now sorted in the same order you sorted them in the new chat page. Your default model comes first, etc. (drag and drop models to select your default).
-
For long prompts, you can now expand the input box in a full-size view for easier editing.
-
User messages are now folded in the conversation thread to improve navigation between past messages.
Download attachment
New reprompting design and folded messages
Document Updates
-
Zip files are now accepted for upload.
-
Scanned PDFs that require OCR are now handled up to 50 pages (instead of 20 pages).
-
We fixed issues on XSLX files preventing some of them from being correctly uploaded.
Other
-
Conversations can now be imported not only from ChatGPT but also from Claude or another Mammouth account directly in your settings.
-
Mammouth Code has been updated, fixing installation bugs for older CPUs. To update Mammouth Code, follow the install script on
docs/mammouth-code
.
API Updates
️
-
The above models were added to the API.
-
You now have a
nice model view
thanks to nichu42! It is
opensource
. Our
documentation blog
is also open-source— we love receiving commit suggestions.
-
You can now create multiple API keys to segment your projects. The logs can be filtered by API key for better monitoring.
Mobile App
-
The mobile app is on
the
Google Play Store
.
↗️ Read the release notes on the blog
Read the release notes on the blog
Enjoy and stay tuned !
Enjoy and stay tuned !
"Mammouth explorer"
Luc Bouvattier - Customer Relations
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New Models
️
️
Design Updates
- Models are now sorted in the same order you sorted them in the new chat page. Your default model comes first, etc. (drag and drop models to select your default).
-
For long prompts, you can now expand the input box in a full-size view for easier editing.
-
User messages are now folded in the conversation thread to improve navigation between past messages.
Download attachment
New reprompting design and folded messages
Document Updates
-
Zip files are now accepted for upload.
-
Scanned PDFs that require OCR are now handled up to 50 pages (instead of 20 pages).
-
We fixed issues on XSLX files preventing some of them from being correctly uploaded.
Other
-
Conversations can now be imported not only from ChatGPT but also from Claude or another Mammouth account directly in your settings.
-
Mammouth Code has been updated, fixing installation bugs for older CPUs. To update Mammouth Code, follow the install script on
docs/mammouth-code
.
API Updates
️
-
The above models were added to the API.
-
You now have a
nice model view
thanks to nichu42! It is
opensource
. Our
documentation blog
is also open-source— we love receiving commit suggestions.
-
You can now create multiple API keys to segment your projects. The logs can be filtered by API key for better monitoring.
Mobile App
-
The mobile app is on
the
Google Play Store
.
↗️ Read the release notes on the blog
Read the release notes on the blog
Enjoy and stay tuned !
Enjoy and stay tuned !
"Mammouth explorer"
Luc Bouvattier - Customer Relations
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Dear friends,
There will be no AI jobpocalypse.
The story that AI will lead to massive unemployment is stoking unnecessary fear. AI — like any other technology — does affect jobs, but telling overblown stories of large-scale unemployment is irresponsible and damaging. Let’s put a stop to it.
I’ve expressed skepticism about the jobpocalypse in previous letters. I’m glad to see that the popular press is now pushing back on this narrative. The image below features some recent headlines.
Software engineering is the sector most affected by AI tools, as coding agents race ahead. Yet hiring of software engineers remains
strong
strong
! So while there are examples of AI taking away jobs, the trends strongly suggest the net job creation is vastly greater than the job destruction — just like earlier waves of technology. Further, despite all the exciting progress in AI, the U.S. unemployment rate remains a healthy 4.3%.
Why is the AI jobpocalypse narrative so popular? For one thing, frontier AI labs have a strong incentive to tell stories that make AI technology sound more powerful. At their most extreme, they promote science-fiction scenarios of AI “taking over” and causing human extinction. If a technology
can replace many employees, surely that technology must be very valuable!
Also, a lot of SaaS software companies charge around $100-$1000 per user/year. But if an AI company can replace an employee who makes $100,000 — or make them 50% more productive — then charging even $10,000 starts to look reasonable. By anchoring not to typical SaaS prices but to salaries of employees, AI companies can charge a lot more.
Download attachment
Additionally, businesses have a strong incentive to talk about layoffs as if they were caused by AI. After all, talking about how they’re using AI to be far more productive with fewer staff makes them look smart. This is a better message than admitting they overhired during the pandemic when capital was abundant due to low interest rates and a massive government financial stimulus.
To be clear, I recognize that AI is causing a lot of people’s work to change. This is hard. This is stressful. (And to some, it can be fun.) I empathize with everyone affected. At the same time, this is very different from predicting a collapse of the job market.
Societies are capable of telling themselves stories for years that have little basis in reality and lead to poor society-wide decision making. For example, fears over nuclear plant safety led to under-investment in nuclear power. Fears of the “population bomb” in the 1960s led countries to implement harsh policies to reduce their populations. And worries about dietary fat led governments to promote unhealthy high-sugar diets for decades.
Now that mainstream media is openly skeptical about the jobpocalypse, I hope these stories will start to lose their teeth (much like fears of AI-driven human extinction have).
Contrary to the predictions of an AI jobpocalypse, I predict the opposite: There will be an AI jobapalooza! AI will lead to a lot more good AI engineering jobs, and I’m also optimistic about the future of the overall job market. What AI engineers do will be different from traditional software engineering, and many of these jobs will be in businesses other than traditional large employers of developers. In non-AI roles, too, the skills needed will change because of AI. That makes this a good time to encourage more people to become proficient in AI, and make sure they’re ready for the different but plentiful jobs of the future!
Keep building,
Andrew
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Most agents respond with text. Learn to build agents that render charts, forms, and interactive user interfaces. In this course, you’ll connect a LangChain agent to a React front end and build across the generative user-interface spectrum, ending with a full-stack app that enables users and agents work on a shared state.
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ByteDance Bids for Video Leadership
ByteDance Bids for Video Leadership
As OpenAI prepares to shut down Sora, ByteDance made its own video generation model available to hundreds of millions of users.
What’s new:
ByteDance added
Seedance 2.0
Seedance 2.0
, its multimodal video generator, to its popular video-editing app
CapCut
CapCut
. Launched earlier this year in China, the model now reaches paying CapCut users in Southeast Asia, Latin America, Africa, the Middle East, parts of Europe, Japan, and the United States.
Text, images, audio, and video in (up to 3 video clips, 9 images, and 3 audio clips), synchronized video and audio out (4 to 15 seconds at 480 or 720 pixels on the shorter edge in 6 aspect ratios: 21:9, 16:9, 4:3, 1:1, 3:4, and 9:16)
Lip-synced dialogue in multiple languages, ambient sound, music, multiple camera shots with cuts in a single clip, camera and lighting controlled by prompts, outputs marked by invisible watermark, blocking of input images that contain real faces or copyrighted characters (via CapCut)
Within top two on Arena AI and Artificial Analysis video leaderboards
Availability/price:
Via CapCut (Jianying in China) paid tier, Dreamina web interface, API via the ByteDance services BytePlus and Volcengine, and third-party providers including
Higgsfield.ai
for $0.30 per second of output (720 pixels, audio included) or $0.24 per second for faster processing by SeeDance 2.0 Fast
Architecture, parameter count, training data and methods
How it works:
Seedance 2.0
extends
extends
ByteDance’s earlier work from synchronous generation of audio-video streams in parallel to joint generation within a unified system. ByteDance’s
launch announcement
launch announcement
characterizes the architecture as “sparse.”
The model accepts video-audio reference input for four tasks: (i) Referenced-based generation applies subject, motion, visual effects, and/or style cues to new output. (ii) Editing modifies specified regions, characters, actions, and/or audio within existing video. (iii) Extension produces output that precedes or succeeds existing video. (iv) Combination modes pair these (for example, replacing the subject in an existing video with one from a reference image).
Audio is generated simultaneously with video, producing stereo dialogue, sound effects, and background audio.
The model generates sequential shots and cuts in a single pass rather than generating and assembling separate clips, which helps to maintain character and scene consistency.
Performance:
Seedance 2.0 ranks first and second on two independent leaderboards that rank models through blind votes of human preference in head-to-head matchups. Alibaba’s HappyHorse-1.0 is the closest challenger on both leaderboards.
On
arena.ai
, Seedance 2.0 achieved 1,460 Elo on text-to-video performance and 1,454 Elo on
image-to-video
performance, narrowly leading both categories over HappyHorse-1.0 (1,444 Elo on each). However, the leaderboard labels Seedance 2.0 and HappyHorse-1.0 results as preliminary.
On
Artificial Analysis
, Alibaba’s HappyHorse-1.0 leads three of four video categories (image-to-video without audio and text-to-video with and without audio), while Seedance 2.0 ranks second. Seedance 2.0 leads image-to-video performance with synchronized audio, achieving 1,182 Elo, ahead of HappyHorse-1.0 (1,168 Elo) and Sky Work AI’s SkyReels V4 (1,091 Elo).
ByteDance flags limitations in detail stability, “hyper-realism,” audio distortion, multi-subject consistency, text-rendering accuracy, and “complex” editing effects.
Yes, but:
Shortly after ByteDance released Seedance 2.0 in China, a generated clip that featured likenesses of actors Tom Cruise and Brad Pitt spurred six top Hollywood studios to demand that the company stop training its models on copyrighted material and block users from generating clips based on copyrighted material. The dispute remains unresolved. ByteDance
added
added
safeguards on CapCut, but it remains unclear whether they extend to outputs generated via third-party APIs.
Behind the news:
The video generation market has reshuffled quickly over the past month. U.S. developers have retreated from the consumer market, and Chinese developers have released new models at an accelerating pace.
In March, OpenAI
announced
it would discontinue the Sora app and API. Reports indicated that the company had shifted compute to coding and business products after Sora’s daily active user count fell from about 1 million at launch to under 500,000, while the service costs an estimated $1 million a day to operate.
Alibaba’s HappyHorse-1.0 debuted on independent video leaderboards in early April, while it was still undergoing a closed beta test, and rose to first place across multiple categories.
Shortly after, Alibaba
unveiled
HappyOyster, an AI system that generates 3D environments for developing games and films. Users can generate 3D environments from text or images and steer them in real time.
Tencent open-sourced an updated version of its
Hunyuan 3D
the same day.
Why it matters:
While competitors offer either a video generator or an editing app, ByteDance owns both. Moreover, its editor appears to have gargantuan reach. CapCut
reportedly
reportedly
has 736 million monthly active users on mobile, the second-largest consumer AI product behind only ChatGPT. Seedance 2.0’s arrival on CapCut shows what one company can do when it controls both.
We’re thinking:
OpenAI’s withdrawal of Sora points to a hard truth: Given the current cost of computation, AI-generated video is an expensive consumer product.
Download attachment
How Nvidia Uses AI to Design Chips
How Nvidia Uses AI to Design Chips
Nvidia’s chief scientist dreams of telling an AI model to design a new GPU, then skiing for a couple days while the system does the job. He outlined Nvidia’s progress toward that goal and how far it has to go.
What’s new:
Bill Dally, who leads roughly 300 researchers at Nvidia,
described
described
AI’s growing role in designing the company’s chips in a conversation with his Google counterpart, Jeff Dean, onstage at Nvidia’s GTC conference in mid-March. His examples (starting in the video at around 24 minutes) ranged from a reinforcement learning system that lays out a chip’s building blocks to large language models trained on decades of proprietary documents.
How it works:
Nvidia applies AI at five stages of chip design: laying out components, designing arithmetic circuits (components that perform math on binary numbers, like adders and counters), general engineering assistance, verifying finished designs, and exploring novel layouts.
Each time Nvidia takes advantage of a new semiconductor manufacturing process — generally to shrink component sizes, which makes it possible to fit more of them per area of silicon — it must redesign around 2,500 to 3,000 small reusable layout blocks, or cells, such as logic gates and memory latches. An AI system called
NVCell
does this work. NVCell pairs a genetic algorithm that proposes candidate layouts with a reinforcement learning agent that incrementally corrects violations of design rules (for instance, wires placed too close together). The agent receives a reward each time it clears a violation and a small penalty for each step it takes, an incentive to find the shortest path to a clean design. A rule checker flags violations, and the agent learns to fix them. NVCell cuts work that previously occupied eight engineers for roughly 10 months to an overnight run on a single GPU. The results match or exceed human designs with respect to the area each cell occupies, the power it consumes, and how quickly signals propagate through it.
Another reinforcement learning system,
PrefixRL
, designs the microscopic circuits at the heart of GPU arithmetic units. The agent receives a reward when the circuit design meets timing constraints while minimizing the chip area it occupies and the power it draws. The resulting components are “bizarre” configurations that are 20 percent to 30 percent better than human designs, Dally said. For instance, a 64-bit adder (a circuit that sums two binary numbers) designed by PrefixRL occupies 25 percent less chip area than an equivalent design produced by industry-standard chip-design tools.
Nvidia built two large language models, ChipNeMo and BugNeMo, for internal use. The team fine-tuned open-weights LLaMA 2 base models (7 billion and 13 billion parameters) on Nvidia’s internal documentation, including the low-level design code for every GPU the company has produced along with the accompanying hardware specifications. A 2023
paper
describes three uses: (i) answering engineers’ questions about Nvidia hardware, (ii) generating code snippets in specialized chip-design languages, and (iii) summarizing bug reports. In that work, the domain-adapted models matched or outperformed a general-purpose base model five times their size on a range of chip design tasks.
Verification, which confirms that a finished design behaves as intended, is the longest stage. Dally’s team is working to compress it using AI.
Yes, but:
Designing a GPU from end-to-end based on a prompt remains a distant goal, Dally said.
Behind the news:
AI is not yet designing chips from scratch, but it is making steady progress toward that goal.
Why it matters:
In chip design, the search space is enormous and only thinly covered by human intuition. Nvidia’s report that its reinforcement learning agents produce unusual but measurably superior circuits echoes a broader pattern in which AI solves problems by finding solutions that human engineers would not consider. And the company is using GPUs to train the AI systems that have been designing its next generation of GPUs, so each chip generation both accelerates the design of the next and produces chips better suited to running the tools that helped to design it.
We’re thinking:
There’s a considerable distance between “AI helps a junior engineer understand the company’s technology” and “AI designs the next GPU.” Dally’s willingness to temper expectations is refreshing.
Diverse group of workers casting votes in a ballot box, protesting AI use in military tech partnerships.
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AI at Work, Quantified
AI at Work, Quantified
Half of workers in the United States used AI at work at least a few times last year, a sign of steadily rising AI adoption in U.S. workplaces.
What’s new:
Most U.S. workers who used AI found that it boosted their productivity, according to a
poll
poll
conducted by Gallup, an organization that surveys public opinion on a wide variety of topics. Respondents were most likely to use the technology when it fit into the way they worked and their employers supported it. Still, a sizable portion of employees and employers are holding out.
How it works:
Gallup surveyed 23,700 U.S. employees between February 4 and February 19 on a range of questions related to AI and work. They explored the technology’s impact on productivity, whether it is changing workflows, and whether organizations are supporting and integrating it. Some employees remain skeptical of AI, but the findings suggest that AI improves productivity and plays a larger role in organizations that support its use and provide suitable tools.
Regular AI use is rising steadily. For example, 13 percent of respondents said they used AI daily, and 28 percent used it a few times a week. These figures are up from 4 percent and 11 percent respectively in 2023. At the organization level, two in five workers said their employers had introduced AI tools into the workplace and a quarter of companies had clear AI strategies.
AI is boosting productivity but doesn’t yet substitute for established processes. Within companies where AI was used, 65 percent of employees said it improved their productivity, while 31 percent said it had changed the ways they worked. Only 7 percent of respondents who worked in organizations where AI was used disagreed that AI had affected how they worked.
Managerial support influences employees’ behavior and outlook. Employees with strongly supportive managers in organizations that used AI were more likely to use AI and agree it had transformed their work.
Low users and non-users widely indicated a desire to keep doing the work they do now. Other common barriers to AI adoption included ethical concerns, data privacy, and a belief or experience that AI wasn’t useful.
Behind the news:
According to some
accounts
accounts
, AI’s impact has been disappointing relative to the promises made by tech evangelists. “AI is everywhere except in the incoming macroeconomic data,” such as metrics that gauge employment, productivity, and inflation,
writes
writes
Torsten Slok, chief economist at the investment firm Apollo. By other accounts, evidence is mounting that AI is impacting the job market.
Research
Research
published by Stanford economists last year found that employment was declining for workers whose jobs may be affected by AI, such as software developers and customer-service representatives.
Why it matters:
The Gallup results suggest that workers use AI to help them do their jobs, not to do their jobs for them. This can be good both for workers, who may be freed of monotonous tasks, and their employers, which may gain productivity. But AI has the potential to automate some positions entirely. The jury is still out regarding whether AI-driven productivity gains will reduce or increase overall employment.
We’re thinking:
While it’s trendy in some circles to forecast massive job losses due to AI, current signals are conflicting, and some show that AI is boosting employment. For instance, a 2025
study
study
by Brookings found that companies that invested in AI hired more workers. There are endless opportunities for workers to stand out by applying AI in imaginative, productive ways.
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Robots That Adapt to New Tasks
Robots That Adapt to New Tasks
Neural networks can forget how to perform earlier tasks as they learn new ones. A simple recipe addresses this problem for vision-language models, specifically in robotics applications.
What’s new:
Jiaheng Hu, Jay Shim, and colleagues at University of Texas Austin, University of California Los Angeles, Nanyang Technological University, and Sony
trained
trained
large vision-language-action models using a combination of reinforcement learning and low-rank adaptation (LoRA) to outperform established methods for robotics training in simulation. Their recipe reduced catastrophic forgetting, which can occur when models learn tasks sequentially.
Key insight:
Together, large pretrained models, LoRA, and on-policy reinforcement learning reduce the amount of information a model can forget while training.
The trend toward large pretrained models limits how much models can forget during post-training. In a model that has a huge number of parameters, small updates are likely to not interfere with existing knowledge.
How it works:
The authors fine-tuned a large pretrained vision-language-action (VLA) model (
OpenVLA-OFT
OpenVLA-OFT
) on each of three task suites in the
LIBERO
LIBERO
benchmark executed by a simulated robot arm. Each suite contained five tasks such as opening a drawer or moving an object to a target location. The authors fine-tuned the models on each task sequentially.
At each step, a model took as input an image and instruction, and it predicted a sequence of continuous actions to control the robot arm and gripper.
The authors fine-tuned the models using GRPO and LoRA without reusing data from previous tasks to train on new tasks. During GRPO, the model received a reward for completing each task.
Results:
The authors’ method matched or outperformed earlier methods for iteratively learning robotics tasks, which the authors combined with GRPO and LoRA for fair comparison. It resulted in very little forgetting as well as slight improvement on tasks that models had not encountered during fine-tuning. Removing any individual component caused performance to collapse and led to strong forgetting.
On the
libero-spatial
tasks, the authors’ method reached 81.2 percent average success rate. This result exceeded
Dark Experience Replay
(73.4), an approach that reuses data;
SLCA
(69.9), which uses higher learning rates in output layers and lower learning rates in earlier layers, so early layers change less during training; and
Elastic Weight Consolidation
(66.1), which aims to preserve knowledge by penalizing changes to weights that were important for previous tasks.
The authors’ method showed near-zero forgetting (0.3 percentage point average drop in success rate on previously learned tasks) on libero-spatial, lower than Elastic Weight Consolidation (0.7) and Dark Experience Replay (4.7), and comparable to SLCA (-0.6, meaning performance on earlier tasks improved slightly).
On five additional libero-spatial tasks, the model did not encounter during training, the authors’ method reached 57.1 percent average success rate, outperforming Elastic Weight Consolidation (52.6) and Dark Experience Replay (55.2).
Yes, but:
In their comparisons, the authors added to the earlier methods LoRA and GRPO using the LIBERO dataset. But the earlier methods weren’t designed to combine with those techniques or use that data, and it’s not clear how they would have compared had they been applied strictly as intended. For instance, Dark Experience Replay, while fine-tuning a model on a new task, aims to avoid forgetting by re-introducing examples that were used in fine-tuning for earlier tasks. Adding LoRA may affect the learning of new tasks.
Why it matters:
Training a robot on all tasks at once can be effective, but it requires that all tasks are mapped out ahead of time. If tasks change, it becomes helpful to train on one task at a time, and in many cases it’s valuable to retain earlier training. Relative to prior methods, the authors’ sequential fine-tuning approach is simpler, easier to understand, and more effective under the conditions they tested. (The authors didn’t explore whether it would be effective beyond robotics.)
We’re thinking:
Robots are rapidly entering new environments and situations. Nimble operations will benefit from robots that adapt to new tasks on the fly.
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jobpocalypse.","depth":28,"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The story that AI will lead to massive unemployment is stoking unnecessary fear. AI — like any other technology — does affect jobs, but telling overblown stories of large-scale unemployment is irresponsible and damaging. Let’s put a stop to it.","depth":28,"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"I’ve expressed skepticism about the jobpocalypse in previous letters. I’m glad to see that the popular press is now pushing back on this narrative. The image below features some recent headlines.","depth":28,"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Software engineering is the sector most affected by AI tools, as coding agents race ahead. Yet hiring of software engineers remains","depth":28,"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"strong","depth":28,"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"strong","depth":29,"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"! So while there are examples of AI taking away jobs, the trends strongly suggest the net job creation is vastly greater than the job destruction — just like earlier waves of technology. Further, despite all the exciting progress in AI, the U.S. unemployment rate remains a healthy 4.3%.","depth":28,"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Why is the AI jobpocalypse narrative so popular? For one thing, frontier AI labs have a strong incentive to tell stories that make AI technology sound more powerful. At their most extreme, they promote science-fiction scenarios of AI “taking over” and causing human extinction. If a technology","depth":28,"bounds":{"left":0.8055556,"top":0.0,"width":0.19444442,"height":0.11888889},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"can replace many employees, surely that technology must be very valuable!","depth":28,"bounds":{"left":0.8055556,"top":0.07444444,"width":0.19444442,"height":0.023333333},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Also, a lot of SaaS software companies charge around $100-$1000 per user/year. But if an AI company can replace an employee who makes $100,000 — or make them 50% more productive — then charging even $10,000 starts to look reasonable. By anchoring not to typical SaaS prices but to salaries of employees, AI companies can charge a lot more.","depth":28,"bounds":{"left":0.8055556,"top":0.13611111,"width":0.19444442,"height":0.15111111},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Download attachment","depth":28,"on_screen":false,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Additionally, businesses have a strong incentive to talk about layoffs as if they were caused by AI. After all, talking about how they’re using AI to be far more productive with fewer staff makes them look smart. This is a better message than admitting they overhired during the pandemic when capital was abundant due to low interest rates and a massive government financial stimulus.","depth":28,"bounds":{"left":0.8055556,"top":0.6938889,"width":0.19444442,"height":0.18277778},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"To be clear, I recognize that AI is causing a lot of people’s work to change. This is hard. This is stressful. (And to some, it can be fun.) I empathize with everyone affected. At the same time, this is very different from predicting a collapse of the job market.","depth":28,"bounds":{"left":0.8055556,"top":0.91555554,"width":0.19444442,"height":0.08444446},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Societies are capable of telling themselves stories for years that have little basis in reality and lead to poor society-wide decision making. For example, fears over nuclear plant safety led to under-investment in nuclear power. Fears of the “population bomb” in the 1960s led countries to implement harsh policies to reduce their populations. And worries about dietary fat led governments to promote unhealthy high-sugar diets for decades.","depth":28,"bounds":{"left":0.8055556,"top":1.0,"width":0.19444442,"height":-0.07500005},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Now that mainstream media is openly skeptical about the jobpocalypse, I hope these stories will start to lose their teeth (much like fears of AI-driven human extinction have).","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Contrary to the predictions of an AI jobpocalypse, I predict the opposite: There will be an AI jobapalooza! 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Launched earlier this year in China, the model now reaches paying CapCut users in Southeast Asia, Latin America, Africa, the Middle East, parts of Europe, Japan, and the United States.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Text, images, audio, and video in (up to 3 video clips, 9 images, and 3 audio clips), synchronized video and audio out (4 to 15 seconds at 480 or 720 pixels on the shorter edge in 6 aspect ratios: 21:9, 16:9, 4:3, 1:1, 3:4, and 9:16)","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Lip-synced dialogue in multiple languages, ambient sound, music, multiple camera shots with cuts in a single clip, camera and lighting controlled by prompts, outputs marked by invisible watermark, blocking of input images that contain real faces or copyrighted characters (via CapCut)","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Within top two on Arena AI and Artificial Analysis video leaderboards","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Availability/price:","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Via CapCut (Jianying in China) paid tier, Dreamina web interface, API via the ByteDance services BytePlus and Volcengine, and third-party providers including","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Higgsfield.ai","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"for $0.30 per second of output (720 pixels, audio included) or $0.24 per second for faster processing by SeeDance 2.0 Fast","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Architecture, parameter count, training data and methods","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"How it works:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Seedance 2.0","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"extends","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"extends","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"ByteDance’s earlier work from synchronous generation of audio-video streams in parallel to joint generation within a unified system. ByteDance’s","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"launch announcement","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"launch announcement","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"characterizes the architecture as “sparse.”","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The model accepts video-audio reference input for four tasks: (i) Referenced-based generation applies subject, motion, visual effects, and/or style cues to new output. (ii) Editing modifies specified regions, characters, actions, and/or audio within existing video. (iii) Extension produces output that precedes or succeeds existing video. (iv) Combination modes pair these (for example, replacing the subject in an existing video with one from a reference image).","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Audio is generated simultaneously with video, producing stereo dialogue, sound effects, and background audio.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The model generates sequential shots and cuts in a single pass rather than generating and assembling separate clips, which helps to maintain character and scene consistency.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Performance:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Seedance 2.0 ranks first and second on two independent leaderboards that rank models through blind votes of human preference in head-to-head matchups. Alibaba’s HappyHorse-1.0 is the closest challenger on both leaderboards.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"On","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"arena.ai","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":", Seedance 2.0 achieved 1,460 Elo on text-to-video performance and 1,454 Elo on","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"image-to-video","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"performance, narrowly leading both categories over HappyHorse-1.0 (1,444 Elo on each). However, the leaderboard labels Seedance 2.0 and HappyHorse-1.0 results as preliminary.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"On","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Artificial Analysis","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":", Alibaba’s HappyHorse-1.0 leads three of four video categories (image-to-video without audio and text-to-video with and without audio), while Seedance 2.0 ranks second. Seedance 2.0 leads image-to-video performance with synchronized audio, achieving 1,182 Elo, ahead of HappyHorse-1.0 (1,168 Elo) and Sky Work AI’s SkyReels V4 (1,091 Elo).","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"ByteDance flags limitations in detail stability, “hyper-realism,” audio distortion, multi-subject consistency, text-rendering accuracy, and “complex” editing effects.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Yes, but:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Shortly after ByteDance released Seedance 2.0 in China, a generated clip that featured likenesses of actors Tom Cruise and Brad Pitt spurred six top Hollywood studios to demand that the company stop training its models on copyrighted material and block users from generating clips based on copyrighted material. The dispute remains unresolved. ByteDance","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"added","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"added","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"safeguards on CapCut, but it remains unclear whether they extend to outputs generated via third-party APIs.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Behind the news:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The video generation market has reshuffled quickly over the past month. U.S. developers have retreated from the consumer market, and Chinese developers have released new models at an accelerating pace.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"In March, OpenAI","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"announced","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"it would discontinue the Sora app and API. Reports indicated that the company had shifted compute to coding and business products after Sora’s daily active user count fell from about 1 million at launch to under 500,000, while the service costs an estimated $1 million a day to operate.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Alibaba’s HappyHorse-1.0 debuted on independent video leaderboards in early April, while it was still undergoing a closed beta test, and rose to first place across multiple categories.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Shortly after, Alibaba","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"unveiled","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"HappyOyster, an AI system that generates 3D environments for developing games and films. Users can generate 3D environments from text or images and steer them in real time.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Tencent open-sourced an updated version of its","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Hunyuan 3D","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"the same day.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Why it matters:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"While competitors offer either a video generator or an editing app, ByteDance owns both. Moreover, its editor appears to have gargantuan reach. CapCut","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"reportedly","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"reportedly","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"has 736 million monthly active users on mobile, the second-largest consumer AI product behind only ChatGPT. Seedance 2.0’s arrival on CapCut shows what one company can do when it controls both.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"We’re thinking:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"OpenAI’s withdrawal of Sora points to a hard truth: Given the current cost of computation, AI-generated video is an expensive consumer product.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Download attachment","depth":28,"on_screen":false,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXHeading","text":"How Nvidia Uses AI to Design Chips","depth":27,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"How Nvidia Uses AI to Design Chips","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Nvidia’s chief scientist dreams of telling an AI model to design a new GPU, then skiing for a couple days while the system does the job. He outlined Nvidia’s progress toward that goal and how far it has to go.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"What’s new:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Bill Dally, who leads roughly 300 researchers at Nvidia,","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"described","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"described","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"AI’s growing role in designing the company’s chips in a conversation with his Google counterpart, Jeff Dean, onstage at Nvidia’s GTC conference in mid-March. His examples (starting in the video at around 24 minutes) ranged from a reinforcement learning system that lays out a chip’s building blocks to large language models trained on decades of proprietary documents.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"How it works:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Nvidia applies AI at five stages of chip design: laying out components, designing arithmetic circuits (components that perform math on binary numbers, like adders and counters), general engineering assistance, verifying finished designs, and exploring novel layouts.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Each time Nvidia takes advantage of a new semiconductor manufacturing process — generally to shrink component sizes, which makes it possible to fit more of them per area of silicon — it must redesign around 2,500 to 3,000 small reusable layout blocks, or cells, such as logic gates and memory latches. An AI system called","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"NVCell","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"does this work. NVCell pairs a genetic algorithm that proposes candidate layouts with a reinforcement learning agent that incrementally corrects violations of design rules (for instance, wires placed too close together). The agent receives a reward each time it clears a violation and a small penalty for each step it takes, an incentive to find the shortest path to a clean design. A rule checker flags violations, and the agent learns to fix them. NVCell cuts work that previously occupied eight engineers for roughly 10 months to an overnight run on a single GPU. The results match or exceed human designs with respect to the area each cell occupies, the power it consumes, and how quickly signals propagate through it.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Another reinforcement learning system,","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"PrefixRL","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":", designs the microscopic circuits at the heart of GPU arithmetic units. The agent receives a reward when the circuit design meets timing constraints while minimizing the chip area it occupies and the power it draws. The resulting components are “bizarre” configurations that are 20 percent to 30 percent better than human designs, Dally said. For instance, a 64-bit adder (a circuit that sums two binary numbers) designed by PrefixRL occupies 25 percent less chip area than an equivalent design produced by industry-standard chip-design tools.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Nvidia built two large language models, ChipNeMo and BugNeMo, for internal use. The team fine-tuned open-weights LLaMA 2 base models (7 billion and 13 billion parameters) on Nvidia’s internal documentation, including the low-level design code for every GPU the company has produced along with the accompanying hardware specifications. A 2023","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"paper","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"describes three uses: (i) answering engineers’ questions about Nvidia hardware, (ii) generating code snippets in specialized chip-design languages, and (iii) summarizing bug reports. In that work, the domain-adapted models matched or outperformed a general-purpose base model five times their size on a range of chip design tasks.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Verification, which confirms that a finished design behaves as intended, is the longest stage. Dally’s team is working to compress it using AI.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Yes, but:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Designing a GPU from end-to-end based on a prompt remains a distant goal, Dally said.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Behind the news:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"AI is not yet designing chips from scratch, but it is making steady progress toward that goal.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Why it matters:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"In chip design, the search space is enormous and only thinly covered by human intuition. Nvidia’s report that its reinforcement learning agents produce unusual but measurably superior circuits echoes a broader pattern in which AI solves problems by finding solutions that human engineers would not consider. And the company is using GPUs to train the AI systems that have been designing its next generation of GPUs, so each chip generation both accelerates the design of the next and produces chips better suited to running the tools that helped to design it.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"We’re thinking:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"There’s a considerable distance between “AI helps a junior engineer understand the company’s technology” and “AI designs the next GPU.” Dally’s willingness to temper expectations is refreshing.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Diverse group of workers casting votes in a ballot box, protesting AI use in military tech partnerships.","depth":27,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXHeading","text":"Learn More About AI With Data Points!","depth":27,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Learn More About AI With Data Points!","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"AI is moving faster than ever.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Data Points","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"helps you make sense of it just as fast.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Data Points","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"arrives in your inbox twice a week with six brief news stories. This week, we covered China blocking Meta’s acquisition of Manus AI and the U.S. government’s plans to vet new AI models before release.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Subscribe today","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Subscribe today","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"!","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Download attachment","depth":28,"on_screen":false,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXHeading","text":"AI at Work, Quantified","depth":27,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"AI at Work, Quantified","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Half of workers in the United States used AI at work at least a few times last year, a sign of steadily rising AI adoption in U.S. workplaces.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"What’s new:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Most U.S. workers who used AI found that it boosted their productivity, according to a","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"poll","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"poll","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"conducted by Gallup, an organization that surveys public opinion on a wide variety of topics. Respondents were most likely to use the technology when it fit into the way they worked and their employers supported it. Still, a sizable portion of employees and employers are holding out.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"How it works:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Gallup surveyed 23,700 U.S. employees between February 4 and February 19 on a range of questions related to AI and work. They explored the technology’s impact on productivity, whether it is changing workflows, and whether organizations are supporting and integrating it. Some employees remain skeptical of AI, but the findings suggest that AI improves productivity and plays a larger role in organizations that support its use and provide suitable tools.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Regular AI use is rising steadily. For example, 13 percent of respondents said they used AI daily, and 28 percent used it a few times a week. These figures are up from 4 percent and 11 percent respectively in 2023. At the organization level, two in five workers said their employers had introduced AI tools into the workplace and a quarter of companies had clear AI strategies.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"AI is boosting productivity but doesn’t yet substitute for established processes. Within companies where AI was used, 65 percent of employees said it improved their productivity, while 31 percent said it had changed the ways they worked. Only 7 percent of respondents who worked in organizations where AI was used disagreed that AI had affected how they worked.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Managerial support influences employees’ behavior and outlook. Employees with strongly supportive managers in organizations that used AI were more likely to use AI and agree it had transformed their work.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Low users and non-users widely indicated a desire to keep doing the work they do now. Other common barriers to AI adoption included ethical concerns, data privacy, and a belief or experience that AI wasn’t useful.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Behind the news:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"According to some","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"accounts","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"accounts","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":", AI’s impact has been disappointing relative to the promises made by tech evangelists. “AI is everywhere except in the incoming macroeconomic data,” such as metrics that gauge employment, productivity, and inflation,","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"writes","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"writes","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Torsten Slok, chief economist at the investment firm Apollo. By other accounts, evidence is mounting that AI is impacting the job market.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Research","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Research","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"published by Stanford economists last year found that employment was declining for workers whose jobs may be affected by AI, such as software developers and customer-service representatives.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Why it matters:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The Gallup results suggest that workers use AI to help them do their jobs, not to do their jobs for them. This can be good both for workers, who may be freed of monotonous tasks, and their employers, which may gain productivity. But AI has the potential to automate some positions entirely. The jury is still out regarding whether AI-driven productivity gains will reduce or increase overall employment.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"We’re thinking:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"While it’s trendy in some circles to forecast massive job losses due to AI, current signals are conflicting, and some show that AI is boosting employment. For instance, a 2025","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"study","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"study","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"by Brookings found that companies that invested in AI hired more workers. There are endless opportunities for workers to stand out by applying AI in imaginative, productive ways.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Download attachment","depth":28,"on_screen":false,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXHeading","text":"Robots That Adapt to New Tasks","depth":27,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Robots That Adapt to New Tasks","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Neural networks can forget how to perform earlier tasks as they learn new ones. A simple recipe addresses this problem for vision-language models, specifically in robotics applications.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"What’s new:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Jiaheng Hu, Jay Shim, and colleagues at University of Texas Austin, University of California Los Angeles, Nanyang Technological University, and Sony","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"trained","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"trained","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"large vision-language-action models using a combination of reinforcement learning and low-rank adaptation (LoRA) to outperform established methods for robotics training in simulation. Their recipe reduced catastrophic forgetting, which can occur when models learn tasks sequentially.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Key insight:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Together, large pretrained models, LoRA, and on-policy reinforcement learning reduce the amount of information a model can forget while training.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The trend toward large pretrained models limits how much models can forget during post-training. In a model that has a huge number of parameters, small updates are likely to not interfere with existing knowledge.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"How it works:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The authors fine-tuned a large pretrained vision-language-action (VLA) model (","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"OpenVLA-OFT","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"OpenVLA-OFT","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":") on each of three task suites in the","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"LIBERO","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"LIBERO","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"benchmark executed by a simulated robot arm. Each suite contained five tasks such as opening a drawer or moving an object to a target location. The authors fine-tuned the models on each task sequentially.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"At each step, a model took as input an image and instruction, and it predicted a sequence of continuous actions to control the robot arm and gripper.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The authors fine-tuned the models using GRPO and LoRA without reusing data from previous tasks to train on new tasks. During GRPO, the model received a reward for completing each task.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Results:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The authors’ method matched or outperformed earlier methods for iteratively learning robotics tasks, which the authors combined with GRPO and LoRA for fair comparison. It resulted in very little forgetting as well as slight improvement on tasks that models had not encountered during fine-tuning. Removing any individual component caused performance to collapse and led to strong forgetting.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"On the","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"libero-spatial","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"tasks, the authors’ method reached 81.2 percent average success rate. This result exceeded","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Dark Experience Replay","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"(73.4), an approach that reuses data;","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"SLCA","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"(69.9), which uses higher learning rates in output layers and lower learning rates in earlier layers, so early layers change less during training; and","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Elastic Weight Consolidation","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"(66.1), which aims to preserve knowledge by penalizing changes to weights that were important for previous tasks.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The authors’ method showed near-zero forgetting (0.3 percentage point average drop in success rate on previously learned tasks) on libero-spatial, lower than Elastic Weight Consolidation (0.7) and Dark Experience Replay (4.7), and comparable to SLCA (-0.6, meaning performance on earlier tasks improved slightly).","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"On five additional libero-spatial tasks, the model did not encounter during training, the authors’ method reached 57.1 percent average success rate, outperforming Elastic Weight Consolidation (52.6) and Dark Experience Replay (55.2).","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Yes, but:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"In their comparisons, the authors added to the earlier methods LoRA and GRPO using the LIBERO dataset. But the earlier methods weren’t designed to combine with those techniques or use that data, and it’s not clear how they would have compared had they been applied strictly as intended. For instance, Dark Experience Replay, while fine-tuning a model on a new task, aims to avoid forgetting by re-introducing examples that were used in fine-tuning for earlier tasks. Adding LoRA may affect the learning of new tasks.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Why it matters:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Training a robot on all tasks at once can be effective, but it requires that all tasks are mapped out ahead of time. If tasks change, it becomes helpful to train on one task at a time, and in many cases it’s valuable to retain earlier training. Relative to prior methods, the authors’ sequential fine-tuning approach is simpler, easier to understand, and more effective under the conditions they tested. (The authors didn’t explore whether it would be effective beyond robotics.)","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"We’re thinking:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Robots are rapidly entering new environments and situations. Nimble operations will benefit from robots that adapt to new tasks on the fly.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"Work With Andrew Ng","depth":27,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Work With Andrew Ng","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Join the teams that are bringing AI to the world! Check out job openings at","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"DeepLearning.AI","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"DeepLearning.AI","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":",","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"AI Fund","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"AI Fund","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":", and","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Landing AI","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Landing AI","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":".","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Subscribe and view previous issues","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"here","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"here","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":".","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Thoughts, suggestions, feedback? 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Dear friends,
There will be no AI jobpocalypse.
The story that AI will lead to massive unemployment is stoking unnecessary fear. AI — like any other technology — does affect jobs, but telling overblown stories of large-scale unemployment is irresponsible and damaging. Let’s put a stop to it.
I’ve expressed skepticism about the jobpocalypse in previous letters. I’m glad to see that the popular press is now pushing back on this narrative. The image below features some recent headlines.
Software engineering is the sector most affected by AI tools, as coding agents race ahead. Yet hiring of software engineers remains
strong
strong
! So while there are examples of AI taking away jobs, the trends strongly suggest the net job creation is vastly greater than the job destruction — just like earlier waves of technology. Further, despite all the exciting progress in AI, the U.S. unemployment rate remains a healthy 4.3%.
Why is the AI jobpocalypse narrative so popular? For one thing, frontier AI labs have a strong incentive to tell stories that make AI technology sound more powerful. At their most extreme, they promote science-fiction scenarios of AI “taking over” and causing human extinction. If a technology
can replace many employees, surely that technology must be very valuable!
Also, a lot of SaaS software companies charge around $100-$1000 per user/year. But if an AI company can replace an employee who makes $100,000 — or make them 50% more productive — then charging even $10,000 starts to look reasonable. By anchoring not to typical SaaS prices but to salaries of employees, AI companies can charge a lot more.
Download attachment
Additionally, businesses have a strong incentive to talk about layoffs as if they were caused by AI. After all, talking about how they’re using AI to be far more productive with fewer staff makes them look smart. This is a better message than admitting they overhired during the pandemic when capital was abundant due to low interest rates and a massive government financial stimulus.
To be clear, I recognize that AI is causing a lot of people’s work to change. This is hard. This is stressful. (And to some, it can be fun.) I empathize with everyone affected. At the same time, this is very different from predicting a collapse of the job market.
Societies are capable of telling themselves stories for years that have little basis in reality and lead to poor society-wide decision making. For example, fears over nuclear plant safety led to under-investment in nuclear power. Fears of the “population bomb” in the 1960s led countries to implement harsh policies to reduce their populations. And worries about dietary fat led governments to promote unhealthy high-sugar diets for decades.
Now that mainstream media is openly skeptical about the jobpocalypse, I hope these stories will start to lose their teeth (much like fears of AI-driven human extinction have).
Contrary to the predictions of an AI jobpocalypse, I predict the opposite: There will be an AI jobapalooza! AI will lead to a lot more good AI engineering jobs, and I’m also optimistic about the future of the overall job market. What AI engineers do will be different from traditional software engineering, and many of these jobs will be in businesses other than traditional large employers of developers. In non-AI roles, too, the skills needed will change because of AI. That makes this a good time to encourage more people to become proficient in AI, and make sure they’re ready for the different but plentiful jobs of the future!
Keep building,
Andrew
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ByteDance Bids for Video Leadership
ByteDance Bids for Video Leadership
As OpenAI prepares to shut down Sora, ByteDance made its own video generation model available to hundreds of millions of users.
What’s new:
ByteDance added
Seedance 2.0
Seedance 2.0
, its multimodal video generator, to its popular video-editing app
CapCut
CapCut
. Launched earlier this year in China, the model now reaches paying CapCut users in Southeast Asia, Latin America, Africa, the Middle East, parts of Europe, Japan, and the United States.
Text, images, audio, and video in (up to 3 video clips, 9 images, and 3 audio clips), synchronized video and audio out (4 to 15 seconds at 480 or 720 pixels on the shorter edge in 6 aspect ratios: 21:9, 16:9, 4:3, 1:1, 3:4, and 9:16)
Lip-synced dialogue in multiple languages, ambient sound, music, multiple camera shots with cuts in a single clip, camera and lighting controlled by prompts, outputs marked by invisible watermark, blocking of input images that contain real faces or copyrighted characters (via CapCut)
Within top two on Arena AI and Artificial Analysis video leaderboards
Availability/price:
Via CapCut (Jianying in China) paid tier, Dreamina web interface, API via the ByteDance services BytePlus and Volcengine, and third-party providers including
Higgsfield.ai
for $0.30 per second of output (720 pixels, audio included) or $0.24 per second for faster processing by SeeDance 2.0 Fast
Architecture, parameter count, training data and methods
How it works:
Seedance 2.0
extends
extends
ByteDance’s earlier work from synchronous generation of audio-video streams in parallel to joint generation within a unified system. ByteDance’s
launch announcement
launch announcement
characterizes the architecture as “sparse.”
The model accepts video-audio reference input for four tasks: (i) Referenced-based generation applies subject, motion, visual effects, and/or style cues to new output. (ii) Editing modifies specified regions, characters, actions, and/or audio within existing video. (iii) Extension produces output that precedes or succeeds existing video. (iv) Combination modes pair these (for example, replacing the subject in an existing video with one from a reference image).
Audio is generated simultaneously with video, producing stereo dialogue, sound effects, and background audio.
The model generates sequential shots and cuts in a single pass rather than generating and assembling separate clips, which helps to maintain character and scene consistency.
Performance:
Seedance 2.0 ranks first and second on two independent leaderboards that rank models through blind votes of human preference in head-to-head matchups. Alibaba’s HappyHorse-1.0 is the closest challenger on both leaderboards.
On
arena.ai
, Seedance 2.0 achieved 1,460 Elo on text-to-video performance and 1,454 Elo on
image-to-video
performance, narrowly leading both categories over HappyHorse-1.0 (1,444 Elo on each). However, the leaderboard labels Seedance 2.0 and HappyHorse-1.0 results as preliminary.
On
Artificial Analysis
, Alibaba’s HappyHorse-1.0 leads three of four video categories (image-to-video without audio and text-to-video with and without audio), while Seedance 2.0 ranks second. Seedance 2.0 leads image-to-video performance with synchronized audio, achieving 1,182 Elo, ahead of HappyHorse-1.0 (1,168 Elo) and Sky Work AI’s SkyReels V4 (1,091 Elo).
ByteDance flags limitations in detail stability, “hyper-realism,” audio distortion, multi-subject consistency, text-rendering accuracy, and “complex” editing effects.
Yes, but:
Shortly after ByteDance released Seedance 2.0 in China, a generated clip that featured likenesses of actors Tom Cruise and Brad Pitt spurred six top Hollywood studios to demand that the company stop training its models on copyrighted material and block users from generating clips based on copyrighted material. The dispute remains unresolved. ByteDance
added
added
safeguards on CapCut, but it remains unclear whether they extend to outputs generated via third-party APIs.
Behind the news:
The video generation market has reshuffled quickly over the past month. U.S. developers have retreated from the consumer market, and Chinese developers have released new models at an accelerating pace.
In March, OpenAI
announced
it would discontinue the Sora app and API. Reports indicated that the company had shifted compute to coding and business products after Sora’s daily active user count fell from about 1 million at launch to under 500,000, while the service costs an estimated $1 million a day to operate.
Alibaba’s HappyHorse-1.0 debuted on independent video leaderboards in early April, while it was still undergoing a closed beta test, and rose to first place across multiple categories.
Shortly after, Alibaba
unveiled
HappyOyster, an AI system that generates 3D environments for developing games and films. Users can generate 3D environments from text or images and steer them in real time.
Tencent open-sourced an updated version of its
Hunyuan 3D
the same day.
Why it matters:
While competitors offer either a video generator or an editing app, ByteDance owns both. Moreover, its editor appears to have gargantuan reach. CapCut
reportedly
reportedly
has 736 million monthly active users on mobile, the second-largest consumer AI product behind only ChatGPT. Seedance 2.0’s arrival on CapCut shows what one company can do when it controls both.
We’re thinking:
OpenAI’s withdrawal of Sora points to a hard truth: Given the current cost of computation, AI-generated video is an expensive consumer product.
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How Nvidia Uses AI to Design Chips
How Nvidia Uses AI to Design Chips
Nvidia’s chief scientist dreams of telling an AI model to design a new GPU, then skiing for a couple days while the system does the job. He outlined Nvidia’s progress toward that goal and how far it has to go.
What’s new:
Bill Dally, who leads roughly 300 researchers at Nvidia,
described
described
AI’s growing role in designing the company’s chips in a conversation with his Google counterpart, Jeff Dean, onstage at Nvidia’s GTC conference in mid-March. His examples (starting in the video at around 24 minutes) ranged from a reinforcement learning system that lays out a chip’s building blocks to large language models trained on decades of proprietary documents.
How it works:
Nvidia applies AI at five stages of chip design: laying out components, designing arithmetic circuits (components that perform math on binary numbers, like adders and counters), general engineering assistance, verifying finished designs, and exploring novel layouts.
Each time Nvidia takes advantage of a new semiconductor manufacturing process — generally to shrink component sizes, which makes it possible to fit more of them per area of silicon — it must redesign around 2,500 to 3,000 small reusable layout blocks, or cells, such as logic gates and memory latches. An AI system called
NVCell
does this work. NVCell pairs a genetic algorithm that proposes candidate layouts with a reinforcement learning agent that incrementally corrects violations of design rules (for instance, wires placed too close together). The agent receives a reward each time it clears a violation and a small penalty for each step it takes, an incentive to find the shortest path to a clean design. A rule checker flags violations, and the agent learns to fix them. NVCell cuts work that previously occupied eight engineers for roughly 10 months to an overnight run on a single GPU. The results match or exceed human designs with respect to the area each cell occupies, the power it consumes, and how quickly signals propagate through it.
Another reinforcement learning system,
PrefixRL
, designs the microscopic circuits at the heart of GPU arithmetic units. The agent receives a reward when the circuit design meets timing constraints while minimizing the chip area it occupies and the power it draws. The resulting components are “bizarre” configurations that are 20 percent to 30 percent better than human designs, Dally said. For instance, a 64-bit adder (a circuit that sums two binary numbers) designed by PrefixRL occupies 25 percent less chip area than an equivalent design produced by industry-standard chip-design tools.
Nvidia built two large language models, ChipNeMo and BugNeMo, for internal use. The team fine-tuned open-weights LLaMA 2 base models (7 billion and 13 billion parameters) on Nvidia’s internal documentation, including the low-level design code for every GPU the company has produced along with the accompanying hardware specifications. A 2023
paper
describes three uses: (i) answering engineers’ questions about Nvidia hardware, (ii) generating code snippets in specialized chip-design languages, and (iii) summarizing bug reports. In that work, the domain-adapted models matched or outperformed a general-purpose base model five times their size on a range of chip design tasks.
Verification, which confirms that a finished design behaves as intended, is the longest stage. Dally’s team is working to compress it using AI.
Yes, but:
Designing a GPU from end-to-end based on a prompt remains a distant goal, Dally said.
Behind the news:
AI is not yet designing chips from scratch, but it is making steady progress toward that goal.
Why it matters:
In chip design, the search space is enormous and only thinly covered by human intuition. Nvidia’s report that its reinforcement learning agents produce unusual but measurably superior circuits echoes a broader pattern in which AI solves problems by finding solutions that human engineers would not consider. And the company is using GPUs to train the AI systems that have been designing its next generation of GPUs, so each chip generation both accelerates the design of the next and produces chips better suited to running the tools that helped to design it.
We’re thinking:
There’s a considerable distance between “AI helps a junior engineer understand the company’s technology” and “AI designs the next GPU.” Dally’s willingness to temper expectations is refreshing.
Diverse group of workers casting votes in a ballot box, protesting AI use in military tech partnerships.
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AI at Work, Quantified
AI at Work, Quantified
Half of workers in the United States used AI at work at least a few times last year, a sign of steadily rising AI adoption in U.S. workplaces.
What’s new:
Most U.S. workers who used AI found that it boosted their productivity, according to a
poll
poll
conducted by Gallup, an organization that surveys public opinion on a wide variety of topics. Respondents were most likely to use the technology when it fit into the way they worked and their employers supported it. Still, a sizable portion of employees and employers are holding out.
How it works:
Gallup surveyed 23,700 U.S. employees between February 4 and February 19 on a range of questions related to AI and work. They explored the technology’s impact on productivity, whether it is changing workflows, and whether organizations are supporting and integrating it. Some employees remain skeptical of AI, but the findings suggest that AI improves productivity and plays a larger role in organizations that support its use and provide suitable tools.
Regular AI use is rising steadily. For example, 13 percent of respondents said they used AI daily, and 28 percent used it a few times a week. These figures are up from 4 percent and 11 percent respectively in 2023. At the organization level, two in five workers said their employers had introduced AI tools into the workplace and a quarter of companies had clear AI strategies.
AI is boosting productivity but doesn’t yet substitute for established processes. Within companies where AI was used, 65 percent of employees said it improved their productivity, while 31 percent said it had changed the ways they worked. Only 7 percent of respondents who worked in organizations where AI was used disagreed that AI had affected how they worked.
Managerial support influences employees’ behavior and outlook. Employees with strongly supportive managers in organizations that used AI were more likely to use AI and agree it had transformed their work.
Low users and non-users widely indicated a desire to keep doing the work they do now. Other common barriers to AI adoption included ethical concerns, data privacy, and a belief or experience that AI wasn’t useful.
Behind the news:
According to some
accounts
accounts
, AI’s impact has been disappointing relative to the promises made by tech evangelists. “AI is everywhere except in the incoming macroeconomic data,” such as metrics that gauge employment, productivity, and inflation,
writes
writes
Torsten Slok, chief economist at the investment firm Apollo. By other accounts, evidence is mounting that AI is impacting the job market.
Research
Research
published by Stanford economists last year found that employment was declining for workers whose jobs may be affected by AI, such as software developers and customer-service representatives.
Why it matters:
The Gallup results suggest that workers use AI to help them do their jobs, not to do their jobs for them. This can be good both for workers, who may be freed of monotonous tasks, and their employers, which may gain productivity. But AI has the potential to automate some positions entirely. The jury is still out regarding whether AI-driven productivity gains will reduce or increase overall employment.
We’re thinking:
While it’s trendy in some circles to forecast massive job losses due to AI, current signals are conflicting, and some show that AI is boosting employment. For instance, a 2025
study
study
by Brookings found that companies that invested in AI hired more workers. There are endless opportunities for workers to stand out by applying AI in imaginative, productive ways.
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Robots That Adapt to New Tasks
Robots That Adapt to New Tasks
Neural networks can forget how to perform earlier tasks as they learn new ones. A simple recipe addresses this problem for vision-language models, specifically in robotics applications.
What’s new:
Jiaheng Hu, Jay Shim, and colleagues at University of Texas Austin, University of California Los Angeles, Nanyang Technological University, and Sony
trained
trained
large vision-language-action models using a combination of reinforcement learning and low-rank adaptation (LoRA) to outperform established methods for robotics training in simulation. Their recipe reduced catastrophic forgetting, which can occur when models learn tasks sequentially.
Key insight:
Together, large pretrained models, LoRA, and on-policy reinforcement learning reduce the amount of information a model can forget while training.
The trend toward large pretrained models limits how much models can forget during post-training. In a model that has a huge number of parameters, small updates are likely to not interfere with existing knowledge.
How it works:
The authors fine-tuned a large pretrained vision-language-action (VLA) model (
OpenVLA-OFT
OpenVLA-OFT
) on each of three task suites in the
LIBERO
LIBERO
benchmark executed by a simulated robot arm. Each suite contained five tasks such as opening a drawer or moving an object to a target location. The authors fine-tuned the models on each task sequentially.
At each step, a model took as input an image and instruction, and it predicted a sequence of continuous actions to control the robot arm and gripper.
The authors fine-tuned the models using GRPO and LoRA without reusing data from previous tasks to train on new tasks. During GRPO, the model received a reward for completing each task.
Results:
The authors’ method matched or outperformed earlier methods for iteratively learning robotics tasks, which the authors combined with GRPO and LoRA for fair comparison. It resulted in very little forgetting as well as slight improvement on tasks that models had not encountered during fine-tuning. Removing any individual component caused performance to collapse and led to strong forgetting.
On the
libero-spatial
tasks, the authors’ method reached 81.2 percent average success rate. This result exceeded
Dark Experience Replay
(73.4), an approach that reuses data;
SLCA
(69.9), which uses higher learning rates in output layers and lower learning rates in earlier layers, so early layers change less during training; and
Elastic Weight Consolidation
(66.1), which aims to preserve knowledge by penalizing changes to weights that were important for previous tasks.
The authors’ method showed near-zero forgetting (0.3 percentage point average drop in success rate on previously learned tasks) on libero-spatial, lower than Elastic Weight Consolidation (0.7) and Dark Experience Replay (4.7), and comparable to SLCA (-0.6, meaning performance on earlier tasks improved slightly).
On five additional libero-spatial tasks, the model did not encounter during training, the authors’ method reached 57.1 percent average success rate, outperforming Elastic Weight Consolidation (52.6) and Dark Experience Replay (55.2).
Yes, but:
In their comparisons, the authors added to the earlier methods LoRA and GRPO using the LIBERO dataset. But the earlier methods weren’t designed to combine with those techniques or use that data, and it’s not clear how they would have compared had they been applied strictly as intended. For instance, Dark Experience Replay, while fine-tuning a model on a new task, aims to avoid forgetting by re-introducing examples that were used in fine-tuning for earlier tasks. Adding LoRA may affect the learning of new tasks.
Why it matters:
Training a robot on all tasks at once can be effective, but it requires that all tasks are mapped out ahead of time. If tasks change, it becomes helpful to train on one task at a time, and in many cases it’s valuable to retain earlier training. Relative to prior methods, the authors’ sequential fine-tuning approach is simpler, easier to understand, and more effective under the conditions they tested. (The authors didn’t explore whether it would be effective beyond robotics.)
We’re thinking:
Robots are rapidly entering new environments and situations. Nimble operations will benefit from robots that adapt to new tasks on the fly.
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Dear friends,
There will be no AI jobpocalypse.
The story that AI will lead to massive unemployment is stoking unnecessary fear. AI — like any other technology — does affect jobs, but telling overblown stories of large-scale unemployment is irresponsible and damaging. Let’s put a stop to it.
I’ve expressed skepticism about the jobpocalypse in previous letters. I’m glad to see that the popular press is now pushing back on this narrative. The image below features some recent headlines.
Software engineering is the sector most affected by AI tools, as coding agents race ahead. Yet hiring of software engineers remains
strong
strong
! So while there are examples of AI taking away jobs, the trends strongly suggest the net job creation is vastly greater than the job destruction — just like earlier waves of technology. Further, despite all the exciting progress in AI, the U.S. unemployment rate remains a healthy 4.3%.
Why is the AI jobpocalypse narrative so popular? For one thing, frontier AI labs have a strong incentive to tell stories that make AI technology sound more powerful. At their most extreme, they promote science-fiction scenarios of AI “taking over” and causing human extinction. If a technology
can replace many employees, surely that technology must be very valuable!
Also, a lot of SaaS software companies charge around $100-$1000 per user/year. But if an AI company can replace an employee who makes $100,000 — or make them 50% more productive — then charging even $10,000 starts to look reasonable. By anchoring not to typical SaaS prices but to salaries of employees, AI companies can charge a lot more.
Download attachment
Additionally, businesses have a strong incentive to talk about layoffs as if they were caused by AI. After all, talking about how they’re using AI to be far more productive with fewer staff makes them look smart. This is a better message than admitting they overhired during the pandemic when capital was abundant due to low interest rates and a massive government financial stimulus.
To be clear, I recognize that AI is causing a lot of people’s work to change. This is hard. This is stressful. (And to some, it can be fun.) I empathize with everyone affected. At the same time, this is very different from predicting a collapse of the job market.
Societies are capable of telling themselves stories for years that have little basis in reality and lead to poor society-wide decision making. For example, fears over nuclear plant safety led to under-investment in nuclear power. Fears of the “population bomb” in the 1960s led countries to implement harsh policies to reduce their populations. And worries about dietary fat led governments to promote unhealthy high-sugar diets for decades.
Now that mainstream media is openly skeptical about the jobpocalypse, I hope these stories will start to lose their teeth (much like fears of AI-driven human extinction have).
Contrary to the predictions of an AI jobpocalypse, I predict the opposite: There will be an AI jobapalooza! AI will lead to a lot more good AI engineering jobs, and I’m also optimistic about the future of the overall job market. What AI engineers do will be different from traditional software engineering, and many of these jobs will be in businesses other than traditional large employers of developers. In non-AI roles, too, the skills needed will change because of AI. That makes this a good time to encourage more people to become proficient in AI, and make sure they’re ready for the different but plentiful jobs of the future!
Keep building,
Andrew
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ByteDance Bids for Video Leadership
ByteDance Bids for Video Leadership
As OpenAI prepares to shut down Sora, ByteDance made its own video generation model available to hundreds of millions of users.
What’s new:
ByteDance added
Seedance 2.0
Seedance 2.0
, its multimodal video generator, to its popular video-editing app
CapCut
CapCut
. Launched earlier this year in China, the model now reaches paying CapCut users in Southeast Asia, Latin America, Africa, the Middle East, parts of Europe, Japan, and the United States.
Text, images, audio, and video in (up to 3 video clips, 9 images, and 3 audio clips), synchronized video and audio out (4 to 15 seconds at 480 or 720 pixels on the shorter edge in 6 aspect ratios: 21:9, 16:9, 4:3, 1:1, 3:4, and 9:16)
Lip-synced dialogue in multiple languages, ambient sound, music, multiple camera shots with cuts in a single clip, camera and lighting controlled by prompts, outputs marked by invisible watermark, blocking of input images that contain real faces or copyrighted characters (via CapCut)
Within top two on Arena AI and Artificial Analysis video leaderboards
Availability/price:
Via CapCut (Jianying in China) paid tier, Dreamina web interface, API via the ByteDance services BytePlus and Volcengine, and third-party providers including
Higgsfield.ai
for $0.30 per second of output (720 pixels, audio included) or $0.24 per second for faster processing by SeeDance 2.0 Fast
Architecture, parameter count, training data and methods
How it works:
Seedance 2.0
extends
extends
ByteDance’s earlier work from synchronous generation of audio-video streams in parallel to joint generation within a unified system. ByteDance’s
launch announcement
launch announcement
characterizes the architecture as “sparse.”
The model accepts video-audio reference input for four tasks: (i) Referenced-based generation applies subject, motion, visual effects, and/or style cues to new output. (ii) Editing modifies specified regions, characters, actions, and/or audio within existing video. (iii) Extension produces output that precedes or succeeds existing video. (iv) Combination modes pair these (for example, replacing the subject in an existing video with one from a reference image).
Audio is generated simultaneously with video, producing stereo dialogue, sound effects, and background audio.
The model generates sequential shots and cuts in a single pass rather than generating and assembling separate clips, which helps to maintain character and scene consistency.
Performance:
Seedance 2.0 ranks first and second on two independent leaderboards that rank models through blind votes of human preference in head-to-head matchups. Alibaba’s HappyHorse-1.0 is the closest challenger on both leaderboards.
On
arena.ai
, Seedance 2.0 achieved 1,460 Elo on text-to-video performance and 1,454 Elo on
image-to-video
performance, narrowly leading both categories over HappyHorse-1.0 (1,444 Elo on each). However, the leaderboard labels Seedance 2.0 and HappyHorse-1.0 results as preliminary.
On
Artificial Analysis
, Alibaba’s HappyHorse-1.0 leads three of four video categories (image-to-video without audio and text-to-video with and without audio), while Seedance 2.0 ranks second. Seedance 2.0 leads image-to-video performance with synchronized audio, achieving 1,182 Elo, ahead of HappyHorse-1.0 (1,168 Elo) and Sky Work AI’s SkyReels V4 (1,091 Elo).
ByteDance flags limitations in detail stability, “hyper-realism,” audio distortion, multi-subject consistency, text-rendering accuracy, and “complex” editing effects.
Yes, but:
Shortly after ByteDance released Seedance 2.0 in China, a generated clip that featured likenesses of actors Tom Cruise and Brad Pitt spurred six top Hollywood studios to demand that the company stop training its models on copyrighted material and block users from generating clips based on copyrighted material. The dispute remains unresolved. ByteDance
added
added
safeguards on CapCut, but it remains unclear whether they extend to outputs generated via third-party APIs.
Behind the news:
The video generation market has reshuffled quickly over the past month. U.S. developers have retreated from the consumer market, and Chinese developers have released new models at an accelerating pace.
In March, OpenAI
announced
it would discontinue the Sora app and API. Reports indicated that the company had shifted compute to coding and business products after Sora’s daily active user count fell from about 1 million at launch to under 500,000, while the service costs an estimated $1 million a day to operate.
Alibaba’s HappyHorse-1.0 debuted on independent video leaderboards in early April, while it was still undergoing a closed beta test, and rose to first place across multiple categories.
Shortly after, Alibaba
unveiled
HappyOyster, an AI system that generates 3D environments for developing games and films. Users can generate 3D environments from text or images and steer them in real time.
Tencent open-sourced an updated version of its
Hunyuan 3D
the same day.
Why it matters:
While competitors offer either a video generator or an editing app, ByteDance owns both. Moreover, its editor appears to have gargantuan reach. CapCut
reportedly
reportedly
has 736 million monthly active users on mobile, the second-largest consumer AI product behind only ChatGPT. Seedance 2.0’s arrival on CapCut shows what one company can do when it controls both.
We’re thinking:
OpenAI’s withdrawal of Sora points to a hard truth: Given the current cost of computation, AI-generated video is an expensive consumer product.
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How Nvidia Uses AI to Design Chips
How Nvidia Uses AI to Design Chips
Nvidia’s chief scientist dreams of telling an AI model to design a new GPU, then skiing for a couple days while the system does the job. He outlined Nvidia’s progress toward that goal and how far it has to go.
What’s new:
Bill Dally, who leads roughly 300 researchers at Nvidia,
described
described
AI’s growing role in designing the company’s chips in a conversation with his Google counterpart, Jeff Dean, onstage at Nvidia’s GTC conference in mid-March. His examples (starting in the video at around 24 minutes) ranged from a reinforcement learning system that lays out a chip’s building blocks to large language models trained on decades of proprietary documents.
How it works:
Nvidia applies AI at five stages of chip design: laying out components, designing arithmetic circuits (components that perform math on binary numbers, like adders and counters), general engineering assistance, verifying finished designs, and exploring novel layouts.
Each time Nvidia takes advantage of a new semiconductor manufacturing process — generally to shrink component sizes, which makes it possible to fit more of them per area of silicon — it must redesign around 2,500 to 3,000 small reusable layout blocks, or cells, such as logic gates and memory latches. An AI system called
NVCell
does this work. NVCell pairs a genetic algorithm that proposes candidate layouts with a reinforcement learning agent that incrementally corrects violations of design rules (for instance, wires placed too close together). The agent receives a reward each time it clears a violation and a small penalty for each step it takes, an incentive to find the shortest path to a clean design. A rule checker flags violations, and the agent learns to fix them. NVCell cuts work that previously occupied eight engineers for roughly 10 months to an overnight run on a single GPU. The results match or exceed human designs with respect to the area each cell occupies, the power it consumes, and how quickly signals propagate through it.
Another reinforcement learning system,
PrefixRL
, designs the microscopic circuits at the heart of GPU arithmetic units. The agent receives a reward when the circuit design meets timing constraints while minimizing the chip area it occupies and the power it draws. The resulting components are “bizarre” configurations that are 20 percent to 30 percent better than human designs, Dally said. For instance, a 64-bit adder (a circuit that sums two binary numbers) designed by PrefixRL occupies 25 percent less chip area than an equivalent design produced by industry-standard chip-design tools.
Nvidia built two large language models, ChipNeMo and BugNeMo, for internal use. The team fine-tuned open-weights LLaMA 2 base models (7 billion and 13 billion parameters) on Nvidia’s internal documentation, including the low-level design code for every GPU the company has produced along with the accompanying hardware specifications. A 2023
paper
describes three uses: (i) answering engineers’ questions about Nvidia hardware, (ii) generating code snippets in specialized chip-design languages, and (iii) summarizing bug reports. In that work, the domain-adapted models matched or outperformed a general-purpose base model five times their size on a range of chip design tasks.
Verification, which confirms that a finished design behaves as intended, is the longest stage. Dally’s team is working to compress it using AI.
Yes, but:
Designing a GPU from end-to-end based on a prompt remains a distant goal, Dally said.
Behind the news:
AI is not yet designing chips from scratch, but it is making steady progress toward that goal.
Why it matters:
In chip design, the search space is enormous and only thinly covered by human intuition. Nvidia’s report that its reinforcement learning agents produce unusual but measurably superior circuits echoes a broader pattern in which AI solves problems by finding solutions that human engineers would not consider. And the company is using GPUs to train the AI systems that have been designing its next generation of GPUs, so each chip generation both accelerates the design of the next and produces chips better suited to running the tools that helped to design it.
We’re thinking:
There’s a considerable distance between “AI helps a junior engineer understand the company’s technology” and “AI designs the next GPU.” Dally’s willingness to temper expectations is refreshing.
Diverse group of workers casting votes in a ballot box, protesting AI use in military tech partnerships.
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AI at Work, Quantified
AI at Work, Quantified...
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Unsubscribe","depth":23,"bounds":{"left":0.55352396,"top":0.20271349,"width":0.15940824,"height":0.016360734},"on_screen":true,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXCell","text":"The Batch @ DeepLearning.AI thebatch@deeplearning.ai","depth":24,"bounds":{"left":0.55352396,"top":0.2047087,"width":0.12134308,"height":0.012370312},"on_screen":true,"help_text":"","role_description":"cell","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The Batch @ DeepLearning.AI","depth":25,"bounds":{"left":0.55352396,"top":0.20351157,"width":0.0674867,"height":0.014764565},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"thebatch@deeplearning.ai","depth":25,"bounds":{"left":0.62400264,"top":0.2047087,"width":0.047872342,"height":0.012370312},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Unsubscribe","depth":25,"bounds":{"left":0.6775266,"top":0.20271349,"width":0.035405584,"height":0.015961692},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Unsubscribe","depth":26,"bounds":{"left":0.68151593,"top":0.20351157,"width":0.027426861,"height":0.014764565},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCell","text":"Fri 8 May, 11:55 (23 hours ago)","depth":20,"bounds":{"left":0.85056514,"top":0.20271349,"width":0.054022606,"height":0.015961692},"on_screen":true,"help_text":"8 May 2026, 11:55","role_description":"cell","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Fri 8 May, 11:55 (23 hours ago)","depth":21,"bounds":{"left":0.85056514,"top":0.2047087,"width":0.054022606,"height":0.012370312},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"Not starred","depth":21,"bounds":{"left":0.9112367,"top":0.20271349,"width":0.0066489363,"height":0.015961692},"on_screen":true,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"You can't react to a group with an emoji","depth":21,"bounds":{"left":0.9212101,"top":0.19473264,"width":0.013297873,"height":0.031923383},"on_screen":true,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":false,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Reply","depth":21,"bounds":{"left":0.93450797,"top":0.19473264,"width":0.013297873,"height":0.031923383},"on_screen":true,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"More message 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browser","depth":28,"bounds":{"left":0.8272939,"top":0.26576218,"width":0.028091755,"height":0.011173184},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"View in browser","depth":29,"bounds":{"left":0.8272939,"top":0.26576218,"width":0.028091755,"height":0.011173184},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"The Batch top banner - May 8, 2026","depth":27,"bounds":{"left":0.6559175,"top":0.29369512,"width":0.19946809,"height":0.14644852},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXLink","text":"Subscribe","depth":28,"bounds":{"left":0.7293883,"top":0.44333598,"width":0.022107713,"height":0.012370312},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Subscribe","depth":29,"bounds":{"left":0.7293883,"top":0.44333598,"width":0.022107713,"height":0.012370312},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Submit a tip","depth":28,"bounds":{"left":0.7556516,"top":0.44333598,"width":0.026263298,"height":0.012370312},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Submit a tip","depth":29,"bounds":{"left":0.7556516,"top":0.44333598,"width":0.026263298,"height":0.012370312},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Dear friends,","depth":28,"bounds":{"left":0.6559175,"top":0.5039904,"width":0.034574468,"height":0.016759777},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"There will be no AI jobpocalypse.","depth":28,"bounds":{"left":0.6559175,"top":0.54868317,"width":0.08892952,"height":0.016759777},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The story that AI will lead to massive unemployment is stoking unnecessary fear. AI — like any other technology — does affect jobs, but telling overblown stories of large-scale unemployment is irresponsible and damaging. Let’s put a stop to it.","depth":28,"bounds":{"left":0.6559175,"top":0.594573,"width":0.19614361,"height":0.08539505},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"I’ve expressed skepticism about the jobpocalypse in previous letters. I’m glad to see that the popular press is now pushing back on this narrative. The image below features some recent headlines.","depth":28,"bounds":{"left":0.6559175,"top":0.70909816,"width":0.18999335,"height":0.06264964},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Software engineering is the sector most affected by AI tools, as coding agents race ahead. Yet hiring of software engineers remains","depth":28,"bounds":{"left":0.6559175,"top":0.80087787,"width":0.18367687,"height":0.03990423},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"strong","depth":28,"bounds":{"left":0.81416225,"top":0.82402235,"width":0.016788565,"height":0.016759777},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"strong","depth":29,"bounds":{"left":0.81416225,"top":0.82402235,"width":0.016788565,"height":0.016759777},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"! So while there are examples of AI taking away jobs, the trends strongly suggest the net job creation is vastly greater than the job destruction — just like earlier waves of technology. Further, despite all the exciting progress in AI, the U.S. unemployment rate remains a healthy 4.3%.","depth":28,"bounds":{"left":0.6559175,"top":0.82402235,"width":0.19930187,"height":0.10853951},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Why is the AI jobpocalypse narrative so popular? For one thing, frontier AI labs have a strong incentive to tell stories that make AI technology sound more powerful. At their most extreme, they promote science-fiction scenarios of AI “taking over” and causing human extinction. If a technology","depth":28,"bounds":{"left":0.6559175,"top":0.9616919,"width":0.19830452,"height":0.038308084},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"can replace many employees, surely that technology must be very valuable!","depth":28,"bounds":{"left":0.6559175,"top":1.0,"width":0.19896941,"height":-0.053471684},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Also, a lot of SaaS software companies charge around $100-$1000 per user/year. But if an AI company can replace an employee who makes $100,000 — or make them 50% more productive — then charging even $10,000 starts to look reasonable. By anchoring not to typical SaaS prices but to salaries of employees, AI companies can charge a lot more.","depth":28,"bounds":{"left":0.6559175,"top":1.0,"width":0.19414894,"height":-0.09776533},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Download attachment","depth":28,"on_screen":false,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Additionally, businesses have a strong incentive to talk about layoffs as if they were caused by AI. After all, talking about how they’re using AI to be far more productive with fewer staff makes them look smart. This is a better message than admitting they overhired during the pandemic when capital was abundant due to low interest rates and a massive government financial stimulus.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"To be clear, I recognize that AI is causing a lot of people’s work to change. This is hard. This is stressful. (And to some, it can be fun.) I empathize with everyone affected. At the same time, this is very different from predicting a collapse of the job market.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Societies are capable of telling themselves stories for years that have little basis in reality and lead to poor society-wide decision making. For example, fears over nuclear plant safety led to under-investment in nuclear power. Fears of the “population bomb” in the 1960s led countries to implement harsh policies to reduce their populations. And worries about dietary fat led governments to promote unhealthy high-sugar diets for decades.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Now that mainstream media is openly skeptical about the jobpocalypse, I hope these stories will start to lose their teeth (much like fears of AI-driven human extinction have).","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Contrary to the predictions of an AI jobpocalypse, I predict the opposite: There will be an AI jobapalooza! AI will lead to a lot more good AI engineering jobs, and I’m also optimistic about the future of the overall job market. What AI engineers do will be different from traditional software engineering, and many of these jobs will be in businesses other than traditional large employers of developers. In non-AI roles, too, the skills needed will change because of AI. That makes this a good time to encourage more people to become proficient in AI, and make sure they’re ready for the different but plentiful jobs of the future!","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Keep building,","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Andrew","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"A MESSAGE FROM DEEPLEARNING.AI","depth":27,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"A MESSAGE FROM","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"DEEPLEARNING.AI","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"DEEPLEARNING.AI","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Promotional graphic for new CopilotKit and DeepLearning.AI course on generative UI for interactive agent app development.","depth":27,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Most agents respond with text. Learn to build agents that render charts, forms, and interactive user interfaces. In this course, you’ll connect a LangChain agent to a React front end and build across the generative user-interface spectrum, ending with a full-stack app that enables users and agents work on a shared state.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Enroll for free!","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Enroll for free!","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"News","depth":27,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"News","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"ByteDance Bids for Video Leadership","depth":27,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"ByteDance Bids for Video Leadership","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"As OpenAI prepares to shut down Sora, ByteDance made its own video generation model available to hundreds of millions of users.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"What’s new:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"ByteDance added","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Seedance 2.0","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Seedance 2.0","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":", its multimodal video generator, to its popular video-editing app","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"CapCut","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"CapCut","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":". Launched earlier this year in China, the model now reaches paying CapCut users in Southeast Asia, Latin America, Africa, the Middle East, parts of Europe, Japan, and the United States.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Text, images, audio, and video in (up to 3 video clips, 9 images, and 3 audio clips), synchronized video and audio out (4 to 15 seconds at 480 or 720 pixels on the shorter edge in 6 aspect ratios: 21:9, 16:9, 4:3, 1:1, 3:4, and 9:16)","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Lip-synced dialogue in multiple languages, ambient sound, music, multiple camera shots with cuts in a single clip, camera and lighting controlled by prompts, outputs marked by invisible watermark, blocking of input images that contain real faces or copyrighted characters (via CapCut)","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Within top two on Arena AI and Artificial Analysis video leaderboards","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Availability/price:","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Via CapCut (Jianying in China) paid tier, Dreamina web interface, API via the ByteDance services BytePlus and Volcengine, and third-party providers including","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Higgsfield.ai","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"for $0.30 per second of output (720 pixels, audio included) or $0.24 per second for faster processing by SeeDance 2.0 Fast","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Architecture, parameter count, training data and methods","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"How it works:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Seedance 2.0","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"extends","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"extends","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"ByteDance’s earlier work from synchronous generation of audio-video streams in parallel to joint generation within a unified system. ByteDance’s","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"launch announcement","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"launch announcement","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"characterizes the architecture as “sparse.”","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The model accepts video-audio reference input for four tasks: (i) Referenced-based generation applies subject, motion, visual effects, and/or style cues to new output. (ii) Editing modifies specified regions, characters, actions, and/or audio within existing video. (iii) Extension produces output that precedes or succeeds existing video. (iv) Combination modes pair these (for example, replacing the subject in an existing video with one from a reference image).","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Audio is generated simultaneously with video, producing stereo dialogue, sound effects, and background audio.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The model generates sequential shots and cuts in a single pass rather than generating and assembling separate clips, which helps to maintain character and scene consistency.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Performance:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Seedance 2.0 ranks first and second on two independent leaderboards that rank models through blind votes of human preference in head-to-head matchups. Alibaba’s HappyHorse-1.0 is the closest challenger on both leaderboards.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"On","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"arena.ai","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":", Seedance 2.0 achieved 1,460 Elo on text-to-video performance and 1,454 Elo on","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"image-to-video","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"performance, narrowly leading both categories over HappyHorse-1.0 (1,444 Elo on each). However, the leaderboard labels Seedance 2.0 and HappyHorse-1.0 results as preliminary.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"On","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Artificial Analysis","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":", Alibaba’s HappyHorse-1.0 leads three of four video categories (image-to-video without audio and text-to-video with and without audio), while Seedance 2.0 ranks second. Seedance 2.0 leads image-to-video performance with synchronized audio, achieving 1,182 Elo, ahead of HappyHorse-1.0 (1,168 Elo) and Sky Work AI’s SkyReels V4 (1,091 Elo).","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"ByteDance flags limitations in detail stability, “hyper-realism,” audio distortion, multi-subject consistency, text-rendering accuracy, and “complex” editing effects.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Yes, but:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Shortly after ByteDance released Seedance 2.0 in China, a generated clip that featured likenesses of actors Tom Cruise and Brad Pitt spurred six top Hollywood studios to demand that the company stop training its models on copyrighted material and block users from generating clips based on copyrighted material. The dispute remains unresolved. ByteDance","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"added","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"added","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"safeguards on CapCut, but it remains unclear whether they extend to outputs generated via third-party APIs.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Behind the news:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The video generation market has reshuffled quickly over the past month. U.S. developers have retreated from the consumer market, and Chinese developers have released new models at an accelerating pace.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"In March, OpenAI","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"announced","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"it would discontinue the Sora app and API. Reports indicated that the company had shifted compute to coding and business products after Sora’s daily active user count fell from about 1 million at launch to under 500,000, while the service costs an estimated $1 million a day to operate.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Alibaba’s HappyHorse-1.0 debuted on independent video leaderboards in early April, while it was still undergoing a closed beta test, and rose to first place across multiple categories.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Shortly after, Alibaba","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"unveiled","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"HappyOyster, an AI system that generates 3D environments for developing games and films. Users can generate 3D environments from text or images and steer them in real time.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Tencent open-sourced an updated version of its","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Hunyuan 3D","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"the same day.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Why it matters:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"While competitors offer either a video generator or an editing app, ByteDance owns both. Moreover, its editor appears to have gargantuan reach. CapCut","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"reportedly","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"reportedly","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"has 736 million monthly active users on mobile, the second-largest consumer AI product behind only ChatGPT. Seedance 2.0’s arrival on CapCut shows what one company can do when it controls both.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"We’re thinking:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"OpenAI’s withdrawal of Sora points to a hard truth: Given the current cost of computation, AI-generated video is an expensive consumer product.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Download attachment","depth":28,"on_screen":false,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXHeading","text":"How Nvidia Uses AI to Design Chips","depth":27,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"How Nvidia Uses AI to Design Chips","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Nvidia’s chief scientist dreams of telling an AI model to design a new GPU, then skiing for a couple days while the system does the job. He outlined Nvidia’s progress toward that goal and how far it has to go.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"What’s new:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Bill Dally, who leads roughly 300 researchers at Nvidia,","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"described","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"described","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"AI’s growing role in designing the company’s chips in a conversation with his Google counterpart, Jeff Dean, onstage at Nvidia’s GTC conference in mid-March. His examples (starting in the video at around 24 minutes) ranged from a reinforcement learning system that lays out a chip’s building blocks to large language models trained on decades of proprietary documents.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"How it works:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Nvidia applies AI at five stages of chip design: laying out components, designing arithmetic circuits (components that perform math on binary numbers, like adders and counters), general engineering assistance, verifying finished designs, and exploring novel layouts.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Each time Nvidia takes advantage of a new semiconductor manufacturing process — generally to shrink component sizes, which makes it possible to fit more of them per area of silicon — it must redesign around 2,500 to 3,000 small reusable layout blocks, or cells, such as logic gates and memory latches. An AI system called","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"NVCell","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"does this work. NVCell pairs a genetic algorithm that proposes candidate layouts with a reinforcement learning agent that incrementally corrects violations of design rules (for instance, wires placed too close together). The agent receives a reward each time it clears a violation and a small penalty for each step it takes, an incentive to find the shortest path to a clean design. A rule checker flags violations, and the agent learns to fix them. NVCell cuts work that previously occupied eight engineers for roughly 10 months to an overnight run on a single GPU. The results match or exceed human designs with respect to the area each cell occupies, the power it consumes, and how quickly signals propagate through it.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Another reinforcement learning system,","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"PrefixRL","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":", designs the microscopic circuits at the heart of GPU arithmetic units. The agent receives a reward when the circuit design meets timing constraints while minimizing the chip area it occupies and the power it draws. The resulting components are “bizarre” configurations that are 20 percent to 30 percent better than human designs, Dally said. For instance, a 64-bit adder (a circuit that sums two binary numbers) designed by PrefixRL occupies 25 percent less chip area than an equivalent design produced by industry-standard chip-design tools.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Nvidia built two large language models, ChipNeMo and BugNeMo, for internal use. The team fine-tuned open-weights LLaMA 2 base models (7 billion and 13 billion parameters) on Nvidia’s internal documentation, including the low-level design code for every GPU the company has produced along with the accompanying hardware specifications. A 2023","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"paper","depth":29,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"describes three uses: (i) answering engineers’ questions about Nvidia hardware, (ii) generating code snippets in specialized chip-design languages, and (iii) summarizing bug reports. In that work, the domain-adapted models matched or outperformed a general-purpose base model five times their size on a range of chip design tasks.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Verification, which confirms that a finished design behaves as intended, is the longest stage. Dally’s team is working to compress it using AI.","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Yes, but:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Designing a GPU from end-to-end based on a prompt remains a distant goal, Dally said.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Behind the news:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"AI is not yet designing chips from scratch, but it is making steady progress toward that goal.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Why it matters:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"In chip design, the search space is enormous and only thinly covered by human intuition. Nvidia’s report that its reinforcement learning agents produce unusual but measurably superior circuits echoes a broader pattern in which AI solves problems by finding solutions that human engineers would not consider. And the company is using GPUs to train the AI systems that have been designing its next generation of GPUs, so each chip generation both accelerates the design of the next and produces chips better suited to running the tools that helped to design it.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"We’re thinking:","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"There’s a considerable distance between “AI helps a junior engineer understand the company’s technology” and “AI designs the next GPU.” Dally’s willingness to temper expectations is refreshing.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Diverse group of workers casting votes in a ballot box, protesting AI use in military tech partnerships.","depth":27,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXHeading","text":"Learn More About AI With Data Points!","depth":27,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Learn More About AI With Data Points!","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"AI is moving faster than ever.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Data Points","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"helps you make sense of it just as fast.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Data Points","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"arrives in your inbox twice a week with six brief news stories. This week, we covered China blocking Meta’s acquisition of Manus AI and the U.S. government’s plans to vet new AI models before release.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Subscribe today","depth":28,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Subscribe today","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"!","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Download attachment","depth":28,"on_screen":false,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXHeading","text":"AI at Work, Quantified","depth":27,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"AI at Work, Quantified","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"}]...
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Dear friends,
There will be no AI jobpocalypse.
The story that AI will lead to massive unemployment is stoking unnecessary fear. AI — like any other technology — does affect jobs, but telling overblown stories of large-scale unemployment is irresponsible and damaging. Let’s put a stop to it.
I’ve expressed skepticism about the jobpocalypse in previous letters. I’m glad to see that the popular press is now pushing back on this narrative. The image below features some recent headlines.
Software engineering is the sector most affected by AI tools, as coding agents race ahead. Yet hiring of software engineers remains
strong
strong
! So while there are examples of AI taking away jobs, the trends strongly suggest the net job creation is vastly greater than the job destruction — just like earlier waves of technology. Further, despite all the exciting progress in AI, the U.S. unemployment rate remains a healthy 4.3%.
Why is the AI jobpocalypse narrative so popular? For one thing, frontier AI labs have a strong incentive to tell stories that make AI technology sound more powerful. At their most extreme, they promote science-fiction scenarios of AI “taking over” and causing human extinction. If a technology
can replace many employees, surely that technology must be very valuable!
Also, a lot of SaaS software companies charge around $100-$1000 per user/year. But if an AI company can replace an employee who makes $100,000 — or make them 50% more productive — then charging even $10,000 starts to look reasonable. By anchoring not to typical SaaS prices but to salaries of employees, AI companies can charge a lot more.
Download attachment
Additionally, businesses have a strong incentive to talk about layoffs as if they were caused by AI. After all, talking about how they’re using AI to be far more productive with fewer staff makes them look smart. This is a better message than admitting they overhired during the pandemic when capital was abundant due to low interest rates and a massive government financial stimulus.
To be clear, I recognize that AI is causing a lot of people’s work to change. This is hard. This is stressful. (And to some, it can be fun.) I empathize with everyone affected. At the same time, this is very different from predicting a collapse of the job market.
Societies are capable of telling themselves stories for years that have little basis in reality and lead to poor society-wide decision making. For example, fears over nuclear plant safety led to under-investment in nuclear power. Fears of the “population bomb” in the 1960s led countries to implement harsh policies to reduce their populations. And worries about dietary fat led governments to promote unhealthy high-sugar diets for decades.
Now that mainstream media is openly skeptical about the jobpocalypse, I hope these stories will start to lose their teeth (much like fears of AI-driven human extinction have).
Contrary to the predictions of an AI jobpocalypse, I predict the opposite: There will be an AI jobapalooza! AI will lead to a lot more good AI engineering jobs, and I’m also optimistic about the future of the overall job market. What AI engineers do will be different from traditional software engineering, and many of these jobs will be in businesses other than traditional large employers of developers. In non-AI roles, too, the skills needed will change because of AI. That makes this a good time to encourage more people to become proficient in AI, and make sure they’re ready for the different but plentiful jobs of the future!
Keep building,
Andrew
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ByteDance Bids for Video Leadership
ByteDance Bids for Video Leadership
As OpenAI prepares to shut down Sora, ByteDance made its own video generation model available to hundreds of millions of users.
What’s new:
ByteDance added
Seedance 2.0
Seedance 2.0
, its multimodal video generator, to its popular video-editing app
CapCut
CapCut
. Launched earlier this year in China, the model now reaches paying CapCut users in Southeast Asia, Latin America, Africa, the Middle East, parts of Europe, Japan, and the United States.
Text, images, audio, and video in (up to 3 video clips, 9 images, and 3 audio clips), synchronized video and audio out (4 to 15 seconds at 480 or 720 pixels on the shorter edge in 6 aspect ratios: 21:9, 16:9, 4:3, 1:1, 3:4, and 9:16)
Lip-synced dialogue in multiple languages, ambient sound, music, multiple camera shots with cuts in a single clip, camera and lighting controlled by prompts, outputs marked by invisible watermark, blocking of input images that contain real faces or copyrighted characters (via CapCut)
Within top two on Arena AI and Artificial Analysis video leaderboards
Availability/price:
Via CapCut (Jianying in China) paid tier, Dreamina web interface, API via the ByteDance services BytePlus and Volcengine, and third-party providers including
Higgsfield.ai
for $0.30 per second of output (720 pixels, audio included) or $0.24 per second for faster processing by SeeDance 2.0 Fast
Architecture, parameter count, training data and methods
How it works:
Seedance 2.0
extends
extends
ByteDance’s earlier work from synchronous generation of audio-video streams in parallel to joint generation within a unified system. ByteDance’s
launch announcement
launch announcement
characterizes the architecture as “sparse.”
The model accepts video-audio reference input for four tasks: (i) Referenced-based generation applies subject, motion, visual effects, and/or style cues to new output. (ii) Editing modifies specified regions, characters, actions, and/or audio within existing video. (iii) Extension produces output that precedes or succeeds existing video. (iv) Combination modes pair these (for example, replacing the subject in an existing video with one from a reference image).
Audio is generated simultaneously with video, producing stereo dialogue, sound effects, and background audio.
The model generates sequential shots and cuts in a single pass rather than generating and assembling separate clips, which helps to maintain character and scene consistency.
Performance:
Seedance 2.0 ranks first and second on two independent leaderboards that rank models through blind votes of human preference in head-to-head matchups. Alibaba’s HappyHorse-1.0 is the closest challenger on both leaderboards.
On
arena.ai
, Seedance 2.0 achieved 1,460 Elo on text-to-video performance and 1,454 Elo on
image-to-video
performance, narrowly leading both categories over HappyHorse-1.0 (1,444 Elo on each). However, the leaderboard labels Seedance 2.0 and HappyHorse-1.0 results as preliminary.
On
Artificial Analysis
, Alibaba’s HappyHorse-1.0 leads three of four video categories (image-to-video without audio and text-to-video with and without audio), while Seedance 2.0 ranks second. Seedance 2.0 leads image-to-video performance with synchronized audio, achieving 1,182 Elo, ahead of HappyHorse-1.0 (1,168 Elo) and Sky Work AI’s SkyReels V4 (1,091 Elo).
ByteDance flags limitations in detail stability, “hyper-realism,” audio distortion, multi-subject consistency, text-rendering accuracy, and “complex” editing effects.
Yes, but:
Shortly after ByteDance released Seedance 2.0 in China, a generated clip that featured likenesses of actors Tom Cruise and Brad Pitt spurred six top Hollywood studios to demand that the company stop training its models on copyrighted material and block users from generating clips based on copyrighted material. The dispute remains unresolved. ByteDance
added
added
safeguards on CapCut, but it remains unclear whether they extend to outputs generated via third-party APIs.
Behind the news:
The video generation market has reshuffled quickly over the past month. U.S. developers have retreated from the consumer market, and Chinese developers have released new models at an accelerating pace.
In March, OpenAI
announced
it would discontinue the Sora app and API. Reports indicated that the company had shifted compute to coding and business products after Sora’s daily active user count fell from about 1 million at launch to under 500,000, while the service costs an estimated $1 million a day to operate.
Alibaba’s HappyHorse-1.0 debuted on independent video leaderboards in early April, while it was still undergoing a closed beta test, and rose to first place across multiple categories.
Shortly after, Alibaba
unveiled
HappyOyster, an AI system that generates 3D environments for developing games and films. Users can generate 3D environments from text or images and steer them in real time.
Tencent open-sourced an updated version of its
Hunyuan 3D
the same day.
Why it matters:
While competitors offer either a video generator or an editing app, ByteDance owns both. Moreover, its editor appears to have gargantuan reach. CapCut
reportedly
reportedly
has 736 million monthly active users on mobile, the second-largest consumer AI product behind only ChatGPT. Seedance 2.0’s arrival on CapCut shows what one company can do when it controls both.
We’re thinking:
OpenAI’s withdrawal of Sora points to a hard truth: Given the current cost of computation, AI-generated video is an expensive consumer product.
Download attachment
How Nvidia Uses AI to Design Chips
How Nvidia Uses AI to Design Chips
Nvidia’s chief scientist dreams of telling an AI model to design a new GPU, then skiing for a couple days while the system does the job. He outlined Nvidia’s progress toward that goal and how far it has to go.
What’s new:
Bill Dally, who leads roughly 300 researchers at Nvidia,
described
described
AI’s growing role in designing the company’s chips in a conversation with his Google counterpart, Jeff Dean, onstage at Nvidia’s GTC conference in mid-March. His examples (starting in the video at around 24 minutes) ranged from a reinforcement learning system that lays out a chip’s building blocks to large language models trained on decades of proprietary documents.
How it works:
Nvidia applies AI at five stages of chip design: laying out components, designing arithmetic circuits (components that perform math on binary numbers, like adders and counters), general engineering assistance, verifying finished designs, and exploring novel layouts.
Each time Nvidia takes advantage of a new semiconductor manufacturing process — generally to shrink component sizes, which makes it possible to fit more of them per area of silicon — it must redesign around 2,500 to 3,000 small reusable layout blocks, or cells, such as logic gates and memory latches. An AI system called
NVCell
does this work. NVCell pairs a genetic algorithm that proposes candidate layouts with a reinforcement learning agent that incrementally corrects violations of design rules (for instance, wires placed too close together). The agent receives a reward each time it clears a violation and a small penalty for each step it takes, an incentive to find the shortest path to a clean design. A rule checker flags violations, and the agent learns to fix them. NVCell cuts work that previously occupied eight engineers for roughly 10 months to an overnight run on a single GPU. The results match or exceed human designs with respect to the area each cell occupies, the power it consumes, and how quickly signals propagate through it.
Another reinforcement learning system,
PrefixRL
, designs the microscopic circuits at the heart of GPU arithmetic units. The agent receives a reward when the circuit design meets timing constraints while minimizing the chip area it occupies and the power it draws. The resulting components are “bizarre” configurations that are 20 percent to 30 percent better than human designs, Dally said. For instance, a 64-bit adder (a circuit that sums two binary numbers) designed by PrefixRL occupies 25 percent less chip area than an equivalent design produced by industry-standard chip-design tools.
Nvidia built two large language models, ChipNeMo and BugNeMo, for internal use. The team fine-tuned open-weights LLaMA 2 base models (7 billion and 13 billion parameters) on Nvidia’s internal documentation, including the low-level design code for every GPU the company has produced along with the accompanying hardware specifications. A 2023
paper
describes three uses: (i) answering engineers’ questions about Nvidia hardware, (ii) generating code snippets in specialized chip-design languages, and (iii) summarizing bug reports. In that work, the domain-adapted models matched or outperformed a general-purpose base model five times their size on a range of chip design tasks.
Verification, which confirms that a finished design behaves as intended, is the longest stage. Dally’s team is working to compress it using AI.
Yes, but:
Designing a GPU from end-to-end based on a prompt remains a distant goal, Dally said.
Behind the news:
AI is not yet designing chips from scratch, but it is making steady progress toward that goal.
Why it matters:
In chip design, the search space is enormous and only thinly covered by human intuition. Nvidia’s report that its reinforcement learning agents produce unusual but measurably superior circuits echoes a broader pattern in which AI solves problems by finding solutions that human engineers would not consider. And the company is using GPUs to train the AI systems that have been designing its next generation of GPUs, so each chip generation both accelerates the design of the next and produces chips better suited to running the tools that helped to design it.
We’re thinking:
There’s a considerable distance between “AI helps a junior engineer understand the company’s technology” and “AI designs the next GPU.” Dally’s willingness to temper expectations is refreshing.
Diverse group of workers casting votes in a ballot box, protesting AI use in military tech partnerships.
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If You Understand These 5 AI Terms, You’re Ahead of 90% of People | Shreyas Naphad in Towards AI
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If You Understand These 5 AI Terms, You’re Ahead of 90% of People
If You Understand These 5 AI Terms, You’re Ahead of 90% of People Master the core ideas behind AI without getting lost
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If You Understand These 5 AI Terms, You’re Ahead of 90% of People | Shreyas Naphad in Towards AI
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If You Understand These 5 AI Terms, You’re Ahead of 90% of People
If You Understand These 5 AI Terms, You’re Ahead of 90% of People Master the core ideas behind AI without getting lost
If You Understand These 5 AI Terms, You’re Ahead of 90% of People
If You Understand These 5 AI Terms, You’re Ahead of 90% of People
Master the core ideas behind AI without getting lost
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Introducing the DigitalOcean AI-Native Cloud
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DigitalOcean logo with a stylized cloud icon on a blue-green to pink gradient background with dotted grid and arc patterns.
Welcome to the AI-Native Cloud
Welcome to the AI-Native Cloud
Last week at Deploy 2026, we launched the DigitalOcean AI-Native Cloud — a purpose-built platform for the inference and agentic era.
42%
inference cost reduction (LawVo, no code changes)
inference throughput (Character.ai, 1B+ daily queries)
lower latency (Hippocratic AI, 20M+ patient interactions)
lower cost (Workato, 1T automation tasks)
From the keynote to deep dives on inference, agents, and everything that shipped — now available on demand.
Watch the playlist
Watch the playlist
The hardest problem in AI is no longer training models — it's running inference in production. Most stacks were never designed for this. Hyperscalers expose hundreds of services you have to stitch together. Inference providers sit on someone else's compute. You stop having a model problem and start having a stack problem.
Our AI-Native Cloud fixes that: a five-layer system from owned silicon all the way to managed agents, integrated into a single open stack.
DigitalOcean's AI-Native Cloud: The Stack
Build agents faster. Operate them efficiently. And build a durable business.
· Open Harness · Sandbox · Toolbox · State · Plano
Production agents that run on the same stack as your data, inference, and infrastructure. No cross-vendor hops. No lost context. No egress fees.
· DBaaS · Advanced Edition (PG/MySQL) · KBaaS · Weaviate
Fresh data, persistent memory, and continuous learning, without rebuilding your data stack.
· Serverless · Dedicated · Batch · Router · BYOM · Model Catalog & Services · Multi-modal · Guardrails
Over 70 models, open-weighted and frontier, on one endpoint. Run serverless, dedicated, or batch inference, with the Inference Router optimizing every call.
· Kubernetes · Droplets (CPU & GPU) · VPC · Storage (object, block and file system) · High performance NFS
The cloud millions already run on, with the primitives every AI workload needs.
· 15 regions · NVIDIA H100/H200/B300 · MI300X / MI325X / MI350X · Liquid-cooled
We own the silicon. Your unit economics improve as you scale.
Everything we shipped
Inference Engine
Inference Router ·
Public Preview
Routes every request by cost, latency, and quality — no code changes. Celiums.AI shifted 83% of traffic to open-source models and cut per-token cost by 61%.
Dedicated Inference ·
GA
Reserved capacity with predictable performance and economics for production workloads.
Bring Your Own Model (BYOM) ·
GA
Host your fine-tuned models on our serving stack and inherit kernel-level optimizations.
Multi-modal Inference ·
GA
Text, vision, audio, and video on a single API endpoint.
Batch Inference ·
GA
Purpose-built for asynchronous workloads (document processing, eval runs, synthetic data generation) at roughly 50% of peak serverless pricing
Content Safety Guardrails ·
GA
Policy controls integrated directly at the inference layer.
Serverless Inference with multi-modal support ·
GA
Single API, scale to zero, pay only for tokens consumed
Evaluations ·
Public Preview
Automated scoring against golden datasets or built-in judge models before you ship to production.
Expanded Model Catalog ·
GA
25+ new models added, including NVIDIA Nemotron 3 Nano Omni, DeepSeek V3.2, Llama 3.3 70B, Qwen 3.5, and MiniMax-M2.5.
Data & Learning
Knowledge Bases ·
GA
Managed retrieval with grounded, cited answers. Every knowledge base is exposed as an MCP tool by default.
Learning & Feedback Loops ·
GA
Capture production signals and route them back into model improvement, without a separate data pipeline.
Managed Weaviate ·
Private Preview
Fully managed open-source vector store, natively integrated with the rest of the stack.
PostgreSQL & MySQL Advanced Edition ·
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Up to 50 TiB capacity, 1 TiB scaling in minutes, proxy-based failover in seconds, and 100+ observability metrics.
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Most stacks were never designed for this. Hyperscalers expose hundreds of services you have to stitch together. Inference providers sit on someone else's compute. You stop having a model problem and start having a stack problem.","depth":27,"bounds":{"left":0.66422874,"top":1.0,"width":0.18051861,"height":-0.086193085},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Our AI-Native Cloud fixes that: a five-layer system from owned silicon all the way to managed agents, integrated into a single open stack.","depth":27,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"DigitalOcean's AI-Native Cloud: The Stack","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Build agents faster. Operate them efficiently. 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DigitalOcean logo with a stylized cloud icon on a blue-green to pink gradient background with dotted grid and arc patterns.
Welcome to the AI-Native Cloud
Welcome to the AI-Native Cloud
Last week at Deploy 2026, we launched the DigitalOcean AI-Native Cloud — a purpose-built platform for the inference and agentic era.
42%
inference cost reduction (LawVo, no code changes)
inference throughput (Character.ai, 1B+ daily queries)
lower latency (Hippocratic AI, 20M+ patient interactions)
lower cost (Workato, 1T automation tasks)
From the keynote to deep dives on inference, agents, and everything that shipped — now available on demand.
Watch the playlist
Watch the playlist
The hardest problem in AI is no longer training models — it's running inference in production. Most stacks were never designed for this. Hyperscalers expose hundreds of services you have to stitch together. Inference providers sit on someone else's compute. You stop having a model problem and start having a stack problem.
Our AI-Native Cloud fixes that: a five-layer system from owned silicon all the way to managed agents, integrated into a single open stack.
DigitalOcean's AI-Native Cloud: The Stack
Build agents faster. Operate them efficiently. And build a durable business.
· Open Harness · Sandbox · Toolbox · State · Plano
Production agents that run on the same stack as your data, inference, and infrastructure. No cross-vendor hops. No lost context. No egress fees.
· DBaaS · Advanced Edition (PG/MySQL) · KBaaS · Weaviate
Fresh data, persistent memory, and continuous learning, without rebuilding your data stack.
· Serverless · Dedicated · Batch · Router · BYOM · Model Catalog & Services · Multi-modal · Guardrails
Over 70 models, open-weighted and frontier, on one endpoint. Run serverless, dedicated, or batch inference, with the Inference Router optimizing every call.
· Kubernetes · Droplets (CPU & GPU) · VPC · Storage (object, block and file system) · High performance NFS
The cloud millions already run on, with the primitives every AI workload needs.
· 15 regions · NVIDIA H100/H200/B300 · MI300X / MI325X / MI350X · Liquid-cooled
We own the silicon. Your unit economics improve as you scale.
Everything we shipped
Inference Engine
Inference Router ·
Public Preview
Routes every request by cost, latency, and quality — no code changes. Celiums.AI shifted 83% of traffic to open-source models and cut per-token cost by 61%.
Dedicated Inference ·
GA
Reserved capacity with predictable performance and economics for production workloads.
Bring Your Own Model (BYOM) ·
GA
Host your fine-tuned models on our serving stack and inherit kernel-level optimizations.
Multi-modal Inference ·
GA
Text, vision, audio, and video on a single API endpoint.
Batch Inference ·
GA
Purpose-built for asynchronous workloads (document processing, eval runs, synthetic data generation) at roughly 50% of peak serverless pricing
Content Safety Guardrails ·
GA
Policy controls integrated directly at the inference layer.
Serverless Inference with multi-modal support ·
GA
Single API, scale to zero, pay only for tokens consumed
Evaluations ·
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We're updating our terms and conditions
We're updating our terms and conditions
Hi Lukas,
From 9 July 2026, we’re making some updates to our Personal Fees page to reflect changes to our products and services, and to include new ones we've introduced.
We've also updated some language to make our terms clearer and easier to understand.
What's changing?
What's changing?
Revolut Pro merchant pricing:
We're introducing fees for Revolut Pay commercial transactions made by Revolut Business and Revolut Pro customers to reflect changes to our services and the costs of providing them
Removal of cash top-ups:
You'll no longer be able to add money to your Revolut account using cash. For more information on how to add money to your Revolut account, visit our
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Fair usage change:
We’ve updated our terms and conditions to clarify your monthly exchange limit. This applies to all fiat, crypto, and commodities exchanges, across all your Revolut account types
What do I need to do?
What do I need to do?
Check the updated Personal Fees page in the attached documents.
If you don’t agree with any of the changes, you can choose to close your account, or use an account switching service — but we’d be sad to see you go.
You can close your account for free in-app until
9 July 2026
. If you take no action, we’ll assume you’re happy with these changes.
— Team Revolut
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Investment services in the European Economic Area are provided by Revolut Securities Europe UAB (company code: 305799582, address: Konstitucijos ave. 21B, Vilnius, the Republic of Lithuania, LT-08130), which is an investment firm authorised by the Bank of Lithuania.
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(ii) Revolut Ltd (No. 08804411), a company that is authorised by the Financial Conduct Authority under the Electronic Money Regulations 2011 (Firm Reference 900562), and is registered with the Financial Conduct Authority to offer cryptocurrency services under the Money Laundering, Terrorist Financing and Transfer of Funds (Information on the Payer) Regulations 2017. Registered address:
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Depending on whether clients have accepted the RDAEL terms and conditions either during the creation of their cryptocurrency account or the migration of EEA clients from Revolut Ltd to RDAEL.
Commodities services are provided by Revolut Ltd and are not regulated by the Financial Conduct Authority
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Pull requests · screenpipe/screenpipe · GitHub
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We're updating our terms and conditions
We're updating our terms and conditions
Hi Lukas,
From 9 July 2026, we’re making some updates to our Personal Fees page to reflect changes to our products and services, and to include new ones we've introduced.
We've also updated some language to make our terms clearer and easier to understand.
What's changing?
What's changing?
Revolut Pro merchant pricing:
We're introducing fees for Revolut Pay commercial transactions made by Revolut Business and Revolut Pro customers to reflect changes to our services and the costs of providing them
Removal of cash top-ups:
You'll no longer be able to add money to your Revolut account using cash. For more information on how to add money to your Revolut account, visit our
Help Centre
Help Centre
Fair usage change:
We’ve updated our terms and conditions to clarify your monthly exchange limit. This applies to all fiat, crypto, and commodities exchanges, across all your Revolut account types
What do I need to do?
What do I need to do?
Check the updated Personal Fees page in the attached documents.
If you don’t agree with any of the changes, you can choose to close your account, or use an account switching service — but we’d be sad to see you go.
You can close your account for free in-app until
9 July 2026
. If you take no action, we’ll assume you’re happy with these changes.
— Team Revolut
x
x
facebook
facebook
instagram
instagram
linkedin
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© 2026 Revolut Bank UAB
If you would like to find out more about which Revolut entity you receive services from please see
our entities page
our entities page
. If you have any other questions, please reach out to us via the in-app chat in the Revolut app. Revolut Bank UAB is a bank established in the Republic of Lithuania, registered address: Konstitucijos ave. 21B, Vilnius, 08130, the Republic of Lithuania, number of registration 304580906, FI code 70700. Revolut Bank UAB is licensed by the European Central Bank and regulated by the Bank of Lithuania. Revolut Bank UAB provides credit, payment, current account and demand deposit account services.
Insurance distribution service is provided by Revolut Insurance Europe UAB which is authorised by the Bank of Lithuania as an insurance broker undertaking. Registered address: Konstitucijos ave. 21B, Vilnius, 08130, the Republic of Lithuania, number of registration 305910164.
Investment services in the European Economic Area are provided by Revolut Securities Europe UAB (company code: 305799582, address: Konstitucijos ave. 21B, Vilnius, the Republic of Lithuania, LT-08130), which is an investment firm authorised by the Bank of Lithuania.
Cryptocurrency products are provided either by:
(i) Revolut Digital Assets Europe Ltd (RDAEL), a private company registered in the Republic of Cyprus (no. HE430310) with registered address Omonoias, 13, Soho Office (Embassy), 3052, Limassol, Cyprus. RDAEL is licensed by the Cyprus Securities and Exchange Commission (License No. 001/2025) as a Crypto Asset Service Provider (CASP) under EU Regulation 2023/1114 on markets in crypto-assets (MiCA); or
(ii) Revolut Ltd (No. 08804411), a company that is authorised by the Financial Conduct Authority under the Electronic Money Regulations 2011 (Firm Reference 900562), and is registered with the Financial Conduct Authority to offer cryptocurrency services under the Money Laundering, Terrorist Financing and Transfer of Funds (Information on the Payer) Regulations 2017. Registered address:
30 South Colonnade, London E14 5HX, United Kingdom
30 South Colonnade, London E14 5HX, United Kingdom
.
Depending on whether clients have accepted the RDAEL terms and conditions either during the creation of their cryptocurrency account or the migration of EEA clients from Revolut Ltd to RDAEL.
Commodities services are provided by Revolut Ltd and are not regulated by the Financial Conduct Authority
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2026-05-09T08:48:10.987462+00:00
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/Users/lukas/.screenpipe/data/data/2026-05-09/1778 /Users/lukas/.screenpipe/data/data/2026-05-09/1778316490987_m2.jpg...
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Updates to our Personal Fees page - kovaliklukas@g Updates to our Personal Fees page - kovaliklukas@gmail.com - Gmail — Personal...
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mail.google.com/mail/u/0/#inbox/FMfcgzQgLjVKFmfpLl mail.google.com/mail/u/0/#inbox/FMfcgzQgLjVKFmfpLlnvCKhJxzbHrkMM...
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monitor_2
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
Pull requests · screenpipe/screenpipe · GitHub
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
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Revolut Verified sender [EMAIL]
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We're updating our terms and conditions
We're updating our terms and conditions
Hi Lukas,
From 9 July 2026, we’re making some updates to our Personal Fees page to reflect changes to our products and services, and to include new ones we've introduced.
We've also updated some language to make our terms clearer and easier to understand.
What's changing?
What's changing?
Revolut Pro merchant pricing:
We're introducing fees for Revolut Pay commercial transactions made by Revolut Business and Revolut Pro customers to reflect changes to our services and the costs of providing them
Removal of cash top-ups:
You'll no longer be able to add money to your Revolut account using cash. For more information on how to add money to your Revolut account, visit our
Help Centre
Help Centre
Fair usage change:
We’ve updated our terms and conditions to clarify your monthly exchange limit. This applies to all fiat, crypto, and commodities exchanges, across all your Revolut account types
What do I need to do?
What do I need to do?
Check the updated Personal Fees page in the attached documents.
If you don’t agree with any of the changes, you can choose to close your account, or use an account switching service — but we’d be sad to see you go.
You can close your account for free in-app until
9 July 2026
. If you take no action, we’ll assume you’re happy with these changes.
— Team Revolut
x
x
facebook
facebook
instagram
instagram
linkedin
linkedin
© 2026 Revolut Bank UAB
If you would like to find out more about which Revolut entity you receive services from please see
our entities page
our entities page
. If you have any other questions, please reach out to us via the in-app chat in the Revolut app. Revolut Bank UAB is a bank established in the Republic of Lithuania, registered address: Konstitucijos ave. 21B, Vilnius, 08130, the Republic of Lithuania, number of registration 304580906, FI code 70700. Revolut Bank UAB is licensed by the European Central Bank and regulated by the Bank of Lithuania. Revolut Bank UAB provides credit, payment, current account and demand deposit account services.
Insurance distribution service is provided by Revolut Insurance Europe UAB which is authorised by the Bank of Lithuania as an insurance broker undertaking. Registered address: Konstitucijos ave. 21B, Vilnius, 08130, the Republic of Lithuania, number of registration 305910164.
Investment services in the European Economic Area are provided by Revolut Securities Europe UAB (company code: 305799582, address: Konstitucijos ave. 21B, Vilnius, the Republic of Lithuania, LT-08130), which is an investment firm authorised by the Bank of Lithuania.
Cryptocurrency products are provided either by:
(i) Revolut Digital Assets Europe Ltd (RDAEL), a private company registered in the Republic of Cyprus (no. HE430310) with registered address Omonoias, 13, Soho Office (Embassy), 3052, Limassol, Cyprus. RDAEL is licensed by the Cyprus Securities and Exchange Commission (License No. 001/2025) as a Crypto Asset Service Provider (CASP) under EU Regulation 2023/1114 on markets in crypto-assets (MiCA); or
(ii) Revolut Ltd (No. 08804411), a company that is authorised by the Financial Conduct Authority under the Electronic Money Regulations 2011 (Firm Reference 900562), and is registered with the Financial Conduct Authority to offer cryptocurrency services under the Money Laundering, Terrorist Financing and Transfer of Funds (Information on the Payer) Regulations 2017. Registered address:
30 South Colonnade, London E14 5HX, United Kingdom
30 South Colonnade, London E14 5HX, United Kingdom
.
Depending on whether clients have accepted the RDAEL terms and conditions either during the creation of their cryptocurrency account or the migration of EEA clients from Revolut Ltd to RDAEL.
Commodities services are provided by Revolut Ltd and are not regulated by the Financial Conduct Authority
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For more information on how to add money to your Revolut account, visit our","depth":26,"bounds":{"left":0.67453456,"top":0.65881884,"width":0.16788563,"height":0.05027933},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Help Centre","depth":26,"bounds":{"left":0.77327126,"top":0.69393456,"width":0.028756648,"height":0.015163607},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Help Centre","depth":27,"bounds":{"left":0.77327126,"top":0.69393456,"width":0.028756648,"height":0.015163607},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Fair usage change:","depth":27,"bounds":{"left":0.67453456,"top":0.72426176,"width":0.04870346,"height":0.015163607},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"We’ve updated our terms and conditions to clarify your monthly exchange limit. This applies to all fiat, crypto, and commodities exchanges, across all your Revolut account types","depth":26,"bounds":{"left":0.67453456,"top":0.72426176,"width":0.16855054,"height":0.05027933},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"What do I need to do?","depth":24,"bounds":{"left":0.6665558,"top":0.8076616,"width":0.17819148,"height":0.027134877},"on_screen":true,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"What do I need to do?","depth":25,"bounds":{"left":0.6665558,"top":0.8136473,"width":0.05518617,"height":0.015163607},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Check the updated Personal Fees page in the attached documents.","depth":25,"bounds":{"left":0.6665558,"top":0.8423783,"width":0.16256648,"height":0.015163607},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"If you don’t agree with any of the changes, you can choose to close your account, or use an account switching service — but we’d be sad to see you go.","depth":25,"bounds":{"left":0.6665558,"top":0.8727055,"width":0.17536569,"height":0.05027933},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"You can close your account for free in-app until","depth":25,"bounds":{"left":0.6665558,"top":0.93814844,"width":0.11619016,"height":0.015163607},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"9 July 2026","depth":26,"bounds":{"left":0.782746,"top":0.93814844,"width":0.030751329,"height":0.015163607},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":". If you take no action, we’ll assume you’re happy with these changes.","depth":25,"bounds":{"left":0.6665558,"top":0.93814844,"width":0.17503324,"height":0.032721467},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"— Team Revolut","depth":25,"bounds":{"left":0.6665558,"top":1.0,"width":0.03856383,"height":-0.011572242},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"x","depth":25,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"x","depth":26,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"facebook","depth":25,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"facebook","depth":26,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"instagram","depth":25,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"instagram","depth":26,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"linkedin","depth":25,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"linkedin","depth":26,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"© 2026 Revolut Bank UAB","depth":25,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"If you would like to find out more about which Revolut entity you receive services from please see","depth":25,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"our entities page","depth":25,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"our entities page","depth":26,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":". If you have any other questions, please reach out to us via the in-app chat in the Revolut app. Revolut Bank UAB is a bank established in the Republic of Lithuania, registered address: Konstitucijos ave. 21B, Vilnius, 08130, the Republic of Lithuania, number of registration 304580906, FI code 70700. Revolut Bank UAB is licensed by the European Central Bank and regulated by the Bank of Lithuania. Revolut Bank UAB provides credit, payment, current account and demand deposit account services.","depth":25,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Insurance distribution service is provided by Revolut Insurance Europe UAB which is authorised by the Bank of Lithuania as an insurance broker undertaking. 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Revolut Verified sender [EMAIL]
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Thu 7 May, 22:10 (2 days ago)
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We're updating our terms and conditions
We're updating our terms and conditions
Hi Lukas,
From 9 July 2026, we’re making some updates to our Personal Fees page to reflect changes to our products and services, and to include new ones we've introduced.
We've also updated some language to make our terms clearer and easier to understand.
What's changing?
What's changing?
Revolut Pro merchant pricing:
We're introducing fees for Revolut Pay commercial transactions made by Revolut Business and Revolut Pro customers to reflect changes to our services and the costs of providing them
Removal of cash top-ups:
You'll no longer be able to add money to your Revolut account using cash. For more information on how to add money to your Revolut account, visit our
Help Centre
Help Centre
Fair usage change:
We’ve updated our terms and conditions to clarify your monthly exchange limit. This applies to all fiat, crypto, and commodities exchanges, across all your Revolut account types
What do I need to do?
What do I need to do?
Check the updated Personal Fees page in the attached documents.
If you don’t agree with any of the changes, you can choose to close your account, or use an account switching service — but we’d be sad to see you go.
You can close your account for free in-app until
9 July 2026
. If you take no action, we’ll assume you’re happy with these changes.
— Team Revolut
x
x
facebook
facebook
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linkedin
linkedin
© 2026 Revolut Bank UAB
If you would like to find out more about which Revolut entity you receive services from please see
our entities page
our entities page
. If you have any other questions, please reach out to us via the in-app chat in the Revolut app. Revolut Bank UAB is a bank established in the Republic of Lithuania, registered address: Konstitucijos ave. 21B, Vilnius, 08130, the Republic of Lithuania, number of registration 304580906, FI code 70700. Revolut Bank UAB is licensed by the European Central Bank and regulated by the Bank of Lithuania. Revolut Bank UAB provides credit, payment, current account and demand deposit account services.
Insurance distribution service is provided by Revolut Insurance Europe UAB which is authorised by the Bank of Lithuania as an insurance broker undertaking. Registered address: Konstitucijos ave. 21B, Vilnius, 08130, the Republic of Lithuania, number of registration 305910164.
Investment services in the European Economic Area are provided by Revolut Securities Europe UAB (company code: 305799582, address: Konstitucijos ave. 21B, Vilnius, the Republic of Lithuania, LT-08130), which is an investment firm authorised by the Bank of Lithuania.
Cryptocurrency products are provided either by:
(i) Revolut Digital Assets Europe Ltd (RDAEL), a private company registered in the Republic of Cyprus (no. HE430310) with registered address Omonoias, 13, Soho Office (Embassy), 3052, Limassol, Cyprus. RDAEL is licensed by the Cyprus Securities and Exchange Commission (License No. 001/2025) as a Crypto Asset Service Provider (CASP) under EU Regulation 2023/1114 on markets in crypto-assets (MiCA); or
(ii) Revolut Ltd (No. 08804411), a company that is authorised by the Financial Conduct Authority under the Electronic Money Regulations 2011 (Firm Reference 900562), and is registered with the Financial Conduct Authority to offer cryptocurrency services under the Money Laundering, Terrorist Financing and Transfer of Funds (Information on the Payer) Regulations 2017. Registered address:
30 South Colonnade, London E14 5HX, United Kingdom
30 South Colonnade, London E14 5HX, United Kingdom
.
Depending on whether clients have accepted the RDAEL terms and conditions either during the creation of their cryptocurrency account or the migration of EEA clients from Revolut Ltd to RDAEL.
Commodities services are provided by Revolut Ltd and are not regulated by the Financial Conduct Authority
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
Pull requests · screenpipe/screenpipe · GitHub
DNS / Nameservers | Hostinger
DNS / Nameservers | Hostinger
Nginx Proxy Manager
Nginx Proxy Manager
Screenpipe — Archive
Screenpipe — Archive
SQLite Web: archive.db
SQLite Web: archive.db
SQLite Web: db.sqlite
SQLite Web: db.sqlite
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
DXP4800PLUS-B5F8
AFFiNE - All In One KnowledgeOS
AFFiNE - All In One KnowledgeOS
All docs · AFFiNE
All docs · AFFiNE
Payments Logger
Payments Logger
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS] - [EMAIL] - Gmail
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS] - [EMAIL] - Gmail
Close tab
(25) Quora
(25) Quora
Location Logger
Location Logger
Finance Hub
Finance Hub
Finance Hub
Finance Hub
Select: payments - db - Adminer
Select: payments - db - Adminer
Електронно банкиране ДСК Директ от Банка ДСК
Електронно банкиране ДСК Директ от Банка ДСК
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
New Tab
Customize sidebar
Open Google Gemini (⌃X)
Open history (⇧⌘H)
Open bookmarks (⌘B)
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Inbox
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Back to Inbox
Archive
Report spam
Delete
Mark as unread
Move to
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16
of
21,245
Newer
Older
Input tools on/off (Ctrl-Shift-K)
Select input tool
Print all
In new window
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS]
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS]
Important according to Google magic
Search for all messages with label Inbox
Remove label Inbox from this conversation
Proton Verified sender [EMAIL] Unsubscribe
Proton Verified sender [EMAIL]
Proton
Verified sender
[EMAIL]
Unsubscribe
Unsubscribe
Thu 7 May, 16:18 (2 days ago)
Thu 7 May, 16:18 (2 days ago)
Not starred
You can't react to a group with an emoji
Reply
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to
me
Show details
Reply
Reply
Forward
Forward
You can't react to a group with an emoji
Calendar
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Tasks
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NULL
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NULL
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2026-05-09T08:48:09.177414+00:00
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Firefox
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You have 1 new message(s) in your Proton Mail acco You have 1 new message(s) in your Proton Mail account k*********** - kovaliklukas@gmail.com - Gmail — Personal...
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True
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mail.google.com/mail/u/0/#inbox/FMfcgzQgLjVJlvzSSR mail.google.com/mail/u/0/#inbox/FMfcgzQgLjVJlvzSSRRCKkKCwZxMmRQV...
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monitor_2
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
Pull requests · screenpipe/screenpipe · GitHub
DNS / Nameservers | Hostinger
DNS / Nameservers | Hostinger
Nginx Proxy Manager
Nginx Proxy Manager
Screenpipe — Archive
Screenpipe — Archive
SQLite Web: archive.db
SQLite Web: archive.db
SQLite Web: db.sqlite
SQLite Web: db.sqlite
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
DXP4800PLUS-B5F8
AFFiNE - All In One KnowledgeOS
AFFiNE - All In One KnowledgeOS
All docs · AFFiNE
All docs · AFFiNE
Payments Logger
Payments Logger
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS] - [EMAIL] - Gmail
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS] - [EMAIL] - Gmail
Close tab
(25) Quora
(25) Quora
Location Logger
Location Logger
Finance Hub
Finance Hub
Finance Hub
Finance Hub
Select: payments - db - Adminer
Select: payments - db - Adminer
Електронно банкиране ДСК Директ от Банка ДСК
Електронно банкиране ДСК Директ от Банка ДСК
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
New Tab
Customize sidebar
Open Google Gemini (⌃X)
Open history (⇧⌘H)
Open bookmarks (⌘B)
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Skip to content
Skip to content
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Gmail
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Google Account: Lukáš Koválik ([EMAIL])
Compose
Labels
Labels
Inbox 15 unread
Inbox
15
Starred
Starred
Snoozed
Snoozed
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WORK 848 unread has menu
WORK
848
z centra 1274 unread has menu
z centra
1,274
More labels
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Back to Inbox
Archive
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Delete
Mark as unread
Move to
More email options
16
of
21,245
Newer
Older
Input tools on/off (Ctrl-Shift-K)
Select input tool
Print all
In new window
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS]
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS]
Important according to Google magic
Search for all messages with label Inbox
Remove label Inbox from this conversation
Proton Verified sender [EMAIL] Unsubscribe
Proton Verified sender [EMAIL]
Proton
Verified sender
[EMAIL]
Unsubscribe
Unsubscribe
Thu 7 May, 16:18 (2 days ago)
Thu 7 May, 16:18 (2 days ago)
Not starred
You can't react to a group with an emoji
Reply
More message options
to
me
Show details
Reply
Reply
Forward
Forward
You can't react to a group with an emoji
Calendar
Keep
Tasks
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Get add-ons
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|
-7029503340898221633
|
-334233068081935969
|
visual_change
|
accessibility
|
NULL
|
Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
Pull requests · screenpipe/screenpipe · GitHub
DNS / Nameservers | Hostinger
DNS / Nameservers | Hostinger
Nginx Proxy Manager
Nginx Proxy Manager
Screenpipe — Archive
Screenpipe — Archive
SQLite Web: archive.db
SQLite Web: archive.db
SQLite Web: db.sqlite
SQLite Web: db.sqlite
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
DXP4800PLUS-B5F8
AFFiNE - All In One KnowledgeOS
AFFiNE - All In One KnowledgeOS
All docs · AFFiNE
All docs · AFFiNE
Payments Logger
Payments Logger
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS] - [EMAIL] - Gmail
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS] - [EMAIL] - Gmail
Close tab
(25) Quora
(25) Quora
Location Logger
Location Logger
Finance Hub
Finance Hub
Finance Hub
Finance Hub
Select: payments - db - Adminer
Select: payments - db - Adminer
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Agent Infrastructure and Production RAG
Agent Infrastructure and Production RAG
Recap on the systems that make AI work: agent harnesses, execution loops and observability.
Recap on the systems that make AI work: agent harnesses, execution loops and observability.
PAUL IUSZTIN
PAUL IUSZTIN
MAY 7
We’ve spent the last few weeks building the infrastructure that makes agents work in production, and applying it directly to our own operations.
Less theory. More engineering.
Here’s a quick look at what we’ve been up to ↓
Building the Agent Harness
Building the Agent Harness
An LLM is just a next-token predictor. Making it a reliable agent requires a harness: the infrastructure that controls execution, manages memory, and enforces safety boundaries. Here’s how to do it properly:
Agentic Harness Engineering
Agentic Harness Engineering
Agentic Harness Engineering
The core setup for wrapping LLMs with the right tools, memory, and guardrails to make them autonomous and reliable.
Read the article →
Read the article →
Recursive Language Models
Recursive Language Models
Recursive Language Models
Design patterns for handling agents that need to spawn sub-agents or break down tasks recursively without losing context.
Read the article →
Read the article →
RALPH Loops
RALPH Loops
RALPH Loops
The specific execution loops that force reliable reasoning so your agents finish tasks and stop when they should.
Read the article →
Read the article →
Automating My Business
Automating My Business
It’s one thing to build AI architecture, but it’s another to rely on it. I turned my own operations into a testing ground for AI automation.
How I Automated 91% of My Business
How I Automated 91% of My Business
How I Automated 91% of My Business
A transparent look at the exact workflows, agents, and pipelines I use to put the bulk of my daily operations on autopilot.
Read the article →
Read the article →
The Ultimate LLM Knowledge Base
The Ultimate LLM Knowledge Base
The Ultimate LLM Knowledge Base
My personal "second brain" setup. A breakdown of how I connected Obsidian, Readwise, and NotebookLM into a retrieval system that synthesizes information instead of just storing it.
Read the article →
Read the article →
Agentic GraphRAG
Agentic GraphRAG
Agentic GraphRAG
Why do we even need GraphRAG in the first place? Why complicate our architecture over a simple RAG system? Because standard RAG eventually hits three walls:
Context Rot:
As the context window fills, the signal-to-noise ratio collapses, and the LLM degrades.
Data Fragmentation:
Data doesn't live in a single DB anymore. It's siloed across docs, notes, emails, and chats.
Unified Memory:
Tracking how facts and relationships change over time naturally requires a knowledge graph.
This is a data modeling problem, not a retrieval algorithm. You need an ontology.
Read the full article →
Read the full article →
Opik Case Studies: Shipping RAG with Weave CLI
Opik Case Studies: Shipping RAG with Weave CLI
In the last recap, I mentioned we’d be doing practical walkthroughs on using Opik for production observability and evaluation.
The first one is live!
The first one is live!
I sat down with
Michael Maximilien
Michael Maximilien
to talk about building Weave CLI and what he learned from spending a year shipping production RAG to enterprise customers.
The main takeaway?
Leaderboards are useless until tested against your own customer data.
Max shared how a small, open-source embedding model
(ranked ~#130 on MTEB)
beat OpenAI by 11% on real-world tasks, simply because of a continuous
stitch→evaluate→iterate
loop for testing components on the data that actually mattered.
We turned this conversation into a hands-on guide. We walk through shipping a production-ready RAG system using the Weave CLI, focusing strictly on tracing, observing, and evaluating pipelines so you don't deploy blind.
Check out the case study →
Check out the case study →
What’s Next?
What’s Next?
As promised, we’re going all in on the essential parts of AI engineering. Here’s what we have lined up for the coming weeks:
More Practical Walkthroughs:
Two additional case studies focused on production observability and evaluation.
Agentic Coding:
Deep dives into building agents that can write, debug, and navigate complex codebases.
Knowledge Graphs:
Expanding on how to build structured, relational memory for systems that need to reason over interconnected data.
See you next week.
Paul Iusztin
Paul Iusztin
© 2026
Paul Iusztin
[EMAIL]
[EMAIL]
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A breakdown of how I connected Obsidian, Readwise, and NotebookLM into a retrieval system that synthesizes information instead of just storing it.","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Read the article →","depth":23,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Read the article →","depth":24,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"Agentic GraphRAG","depth":22,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXLink","text":"Agentic GraphRAG","depth":23,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Agentic GraphRAG","depth":24,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Why do we even need GraphRAG in the first place? Why complicate our architecture over a simple RAG system? Because standard RAG eventually hits three walls:","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Context Rot:","depth":26,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"As the context window fills, the signal-to-noise ratio collapses, and the LLM degrades.","depth":25,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Data Fragmentation:","depth":26,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Data doesn't live in a single DB anymore. It's siloed across docs, notes, emails, and chats.","depth":25,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Unified Memory:","depth":26,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Tracking how facts and relationships change over time naturally requires a knowledge graph.","depth":25,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"This is a data modeling problem, not a retrieval algorithm. You need an ontology.","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Read the full article →","depth":24,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Read the full article →","depth":25,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"Opik Case Studies: Shipping RAG with Weave CLI","depth":22,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Opik Case Studies: Shipping RAG with Weave CLI","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"In the last recap, I mentioned we’d be doing practical walkthroughs on using Opik for production observability and evaluation.","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"The first one is live!","depth":24,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"The first one is live!","depth":25,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"I sat down with","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Michael Maximilien","depth":23,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Michael Maximilien","depth":24,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"to talk about building Weave CLI and what he learned from spending a year shipping production RAG to enterprise customers.","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"The main takeaway?","depth":24,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Leaderboards are useless until tested against your own customer data.","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Max shared how a small, open-source embedding model","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"(ranked ~#130 on MTEB)","depth":24,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"beat OpenAI by 11% on real-world tasks, simply because of a continuous","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"stitch→evaluate→iterate","depth":24,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"loop for testing components on the data that actually mattered.","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"We turned this conversation into a hands-on guide. 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Agent Infrastructure and Production RAG
Agent Infrastructure and Production RAG
Recap on the systems that make AI work: agent harnesses, execution loops and observability.
Recap on the systems that make AI work: agent harnesses, execution loops and observability.
PAUL IUSZTIN
PAUL IUSZTIN
MAY 7
We’ve spent the last few weeks building the infrastructure that makes agents work in production, and applying it directly to our own operations.
Less theory. More engineering.
Here’s a quick look at what we’ve been up to ↓
Building the Agent Harness
Building the Agent Harness
An LLM is just a next-token predictor. Making it a reliable agent requires a harness: the infrastructure that controls execution, manages memory, and enforces safety boundaries. Here’s how to do it properly:
Agentic Harness Engineering
Agentic Harness Engineering
Agentic Harness Engineering
The core setup for wrapping LLMs with the right tools, memory, and guardrails to make them autonomous and reliable.
Read the article →
Read the article →
Recursive Language Models
Recursive Language Models
Recursive Language Models
Design patterns for handling agents that need to spawn sub-agents or break down tasks recursively without losing context.
Read the article →
Read the article →
RALPH Loops
RALPH Loops
RALPH Loops
The specific execution loops that force reliable reasoning so your agents finish tasks and stop when they should.
Read the article →
Read the article →
Automating My Business
Automating My Business
It’s one thing to build AI architecture, but it’s another to rely on it. I turned my own operations into a testing ground for AI automation.
How I Automated 91% of My Business
How I Automated 91% of My Business
How I Automated 91% of My Business
A transparent look at the exact workflows, agents, and pipelines I use to put the bulk of my daily operations on autopilot.
Read the article →
Read the article →
The Ultimate LLM Knowledge Base
The Ultimate LLM Knowledge Base
The Ultimate LLM Knowledge Base
My personal "second brain" setup. A breakdown of how I connected Obsidian, Readwise, and NotebookLM into a retrieval system that synthesizes information instead of just storing it.
Read the article →
Read the article →
Agentic GraphRAG
Agentic GraphRAG
Agentic GraphRAG
Why do we even need GraphRAG in the first place? Why complicate our architecture over a simple RAG system? Because standard RAG eventually hits three walls:
Context Rot:
As the context window fills, the signal-to-noise ratio collapses, and the LLM degrades.
Data Fragmentation:
Data doesn't live in a single DB anymore. It's siloed across docs, notes, emails, and chats.
Unified Memory:
Tracking how facts and relationships change over time naturally requires a knowledge graph.
This is a data modeling problem, not a retrieval algorithm. You need an ontology.
Read the full article →
Read the full article →
Opik Case Studies: Shipping RAG with Weave CLI
Opik Case Studies: Shipping RAG with Weave CLI
In the last recap, I mentioned we’d be doing practical walkthroughs on using Opik for production observability and evaluation.
The first one is live!
The first one is live!
I sat down with
Michael Maximilien
Michael Maximilien
to talk about building Weave CLI and what he learned from spending a year shipping production RAG to enterprise customers.
The main takeaway?
Leaderboards are useless until tested against your own customer data.
Max shared how a small, open-source embedding model
(ranked ~#130 on MTEB)
beat OpenAI by 11% on real-world tasks, simply because of a continuous
stitch→evaluate→iterate
loop for testing components on the data that actually mattered.
We turned this conversation into a hands-on guide. We walk through shipping a production-ready RAG system using the Weave CLI, focusing strictly on tracing, observing, and evaluating pipelines so you don't deploy blind.
Check out the case study →
Check out the case study →
What’s Next?
What’s Next?
As promised, we’re going all in on the essential parts of AI engineering. Here’s what we have lined up for the coming weeks:
More Practical Walkthroughs:
Two additional case studies focused on production observability and evaluation.
Agentic Coding:
Deep dives into building agents that can write, debug, and navigate complex codebases.
Knowledge Graphs:
Expanding on how to build structured, relational memory for systems that need to reason over interconnected data.
See you next week.
Paul Iusztin
Paul Iusztin
© 2026
Paul Iusztin
[EMAIL]
[EMAIL]
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Pull requests · screenpipe/screenpipe · GitHub
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
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Електронно банкиране ДСК Директ от Банка ДСК
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May 7, 2026
Happy Thursday!
Do you ever get tired of dragging windows on your PC? Do you find it cumbersome to aim for the title bar to move it? Well, Windows 11 just got a perfect solution for this, courtesy of microsoft itself... except it's not part of Windows.
And on a totally different note, have you wondered what would happen if AI agents were competing to manage a virtual machine? Spoiler alert: it's equally dangerous and hilarious. You can read about that and much more using the links below.
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Your old GPU can still run big LLMs – you just need the right tweaks
Your old GPU can still run big LLMs – you just need the right tweaks
Ayush Pande
By
Ayush Pande
Ayush Pande
May 6, 2026
An Asus Rog Strix RTX 3080 Ti graphics card.
Running large language models on local hardware not only lets you avoid paying monthly subscriptions to cloud providers, but also prevents large corporations from gaining access to your private data. But unless you’re willing to spend thousands of dollars on a top-of-the-line graphics card, you’re bound to run out of VRAM when attempting to run large language models with over 15B parameters.
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Terramaster F2-425
Terramaster F2-425
$255
$300
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Terramaster F2-425
Terramaster F2-425
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$300
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AceMagician Kron Mini K1
AceMagician Kron Mini K1
$429
$499
SAVE 14%
AceMagician Kron Mini K1
AceMagician Kron Mini K1
$429
$499
SAVE 14%
I turned a cheap phone into a retro gaming console, and it outperforms my budget PC
I turned a cheap phone into a retro gaming console, and it outperforms my budget PC
Patrick Hearn
By
Patrick Hearn
Patrick Hearn
May 6, 2026
A phone running Megaman X 2
I love retro gaming. As much as I enjoy a good romp through
Skyrim
(which is almost retro at this point, too) or diving into Night City in
Cyberpunk 2077
, there's something about those old-school graphics that modern gaming doesn't compare to. I think it's one of the reasons I spend so much time playing
Stardew Valley
.
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QUESTION OF THE DAY
Do you own a Single Board Computer? Which is your favorite?
Yes - Raspberry Pi
Yes - Raspberry Pi
Yes - Orange Pi
Yes - Orange Pi
Yes - RISC-V
Yes - RISC-V
Yes - Microcontrollers (e.g. ESP32, Pico)
Yes - Microcontrollers (e.g. ESP32, Pico)
Yes - Other
Yes - Other
No, but interested in getting one
No, but interested in getting one
No, and not interested
No, and not interested
Your motherboard has more upgrade room left than your CPU does, but most people never use it
Your motherboard has more upgrade room left than your CPU does, but most people never use it
Hamlin Rozario
By
Hamlin Rozario
Hamlin Rozario
May 6, 2026
MSI MAG-X870E Tomahawk Wifi CPU slot
When people talk about future-proofing their PCs, the motherboard is usually the first part they justify spending extra on. I can see why, though. You splurge on a board that supports PCIe 5.0, USB4, 5G/10G LAN, and more M.2 slots, and you suddenly feel like you're set for years. To be fair, that's exactly how I used to convince myself when I bought an X570 motherboard for my previous build. But the thing is, motherboards don't really age the way you expect them to unless you were quick to jump onto a new platform early.
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Apple Watch Series 11
Apple Watch Series 11
$329
$429
SAVE 23%
Apple Watch Series 11
Apple Watch Series 11
$329
$429
SAVE 23%
Baseus Picogo AM52 Power Bank
Baseus Picogo AM52 Power Bank
$60
$80
SAVE 25%
Baseus Picogo AM52 Power Bank
Baseus Picogo AM52 Power Bank
$60
$80
SAVE 25%
I let two local LLMs fight over how to optimize a Linux VM, and they destroyed it instead
I let two local LLMs fight over how to optimize a Linux VM, and they destroyed it instead
Adam Conway
By
Adam Conway
Adam Conway
May 6, 2026
An Arc A750 resting on top of a MacBook M4, with the Proxmox web UI open on the laptop
Running a single local LLM on your own hardware is one thing. Running two of them at the same time, on the same machine, with shared access to a Linux box, is a different game. I've been spending a lot of time with Qwen and
Gemma
lately, and at some point I wanted to know what would happen if I stopped trying to be helpful to them and just let them be unhelpful to each other.
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PowerToys quietly added a feature I didn't know I wanted, but now I can't go back
PowerToys quietly added a feature I didn't know I wanted, but now I can't go back
João Carrasqueira
By
João Carrasqueira
João Carrasqueira
May 6, 2026
A Windows 11 laptop displaying a PowerToys window with settings for Grab and Move
Despite its name,
Windows 11
Windows 11
is not always the best at window management, at least not without some help. I've long been a fan of
PowerToys
PowerToys
for giving me so much more flexibility when it comes to managing my open windows to improve my productivity with FancyZones, but the way snapping works may not be for everyone.
Read More »
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I jailbroke my Kindle and unlocked features Amazon refuses to build
I jailbroke my Kindle and unlocked features Amazon refuses to build
Dhruv Bhutani
By
Dhruv Bhutani
Dhruv Bhutani
May 6, 2026
jailbroken Kindle features kual and media player
I love my Kindles, but I've always had the lingering feeling that the hardware is capable of much more than what Amazon allows. The out-of-the-box functionality is so limited that you can't even set a wallpaper. That's a no-go for me. It's why I've taken to jailbreaking all my Kindles.
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Conway","depth":23,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"By","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Adam Conway","depth":23,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Adam Conway","depth":24,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"May 6, 2026","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"An Arc A750 resting on top of a MacBook M4, with the Proxmox web UI open on the laptop","depth":23,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Running a single local LLM on your own hardware is one thing. 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The out-of-the-box functionality is so limited that you can't even set a wallpaper. That's a no-go for me. It's why I've taken to jailbreaking all my Kindles.","depth":23,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Read More »","depth":23,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Read More »","depth":24,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"You are subscribed to XDA newsletters as","depth":27,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"kovaliklukas@gmail.com","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Click 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1896108970075128303
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visual_change
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NULL
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
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DNS / Nameservers | Hostinger
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
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May 7, 2026
Happy Thursday!
Do you ever get tired of dragging windows on your PC? Do you find it cumbersome to aim for the title bar to move it? Well, Windows 11 just got a perfect solution for this, courtesy of microsoft itself... except it's not part of Windows.
And on a totally different note, have you wondered what would happen if AI agents were competing to manage a virtual machine? Spoiler alert: it's equally dangerous and hilarious. You can read about that and much more using the links below.
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Your old GPU can still run big LLMs – you just need the right tweaks
Your old GPU can still run big LLMs – you just need the right tweaks
Ayush Pande
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Ayush Pande
Ayush Pande
May 6, 2026
An Asus Rog Strix RTX 3080 Ti graphics card.
Running large language models on local hardware not only lets you avoid paying monthly subscriptions to cloud providers, but also prevents large corporations from gaining access to your private data. But unless you’re willing to spend thousands of dollars on a top-of-the-line graphics card, you’re bound to run out of VRAM when attempting to run large language models with over 15B parameters.
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Terramaster F2-425
Terramaster F2-425
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Terramaster F2-425
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AceMagician Kron Mini K1
AceMagician Kron Mini K1
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AceMagician Kron Mini K1
AceMagician Kron Mini K1
$429
$499
SAVE 14%
I turned a cheap phone into a retro gaming console, and it outperforms my budget PC
I turned a cheap phone into a retro gaming console, and it outperforms my budget PC
Patrick Hearn
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Patrick Hearn
Patrick Hearn
May 6, 2026
A phone running Megaman X 2
I love retro gaming. As much as I enjoy a good romp through
Skyrim
(which is almost retro at this point, too) or diving into Night City in
Cyberpunk 2077
, there's something about those old-school graphics that modern gaming doesn't compare to. I think it's one of the reasons I spend so much time playing
Stardew Valley
.
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QUESTION OF THE DAY
Do you own a Single Board Computer? Which is your favorite?
Yes - Raspberry Pi
Yes - Raspberry Pi
Yes - Orange Pi
Yes - Orange Pi
Yes - RISC-V
Yes - RISC-V
Yes - Microcontrollers (e.g. ESP32, Pico)
Yes - Microcontrollers (e.g. ESP32, Pico)
Yes - Other
Yes - Other
No, but interested in getting one
No, but interested in getting one
No, and not interested
No, and not interested
Your motherboard has more upgrade room left than your CPU does, but most people never use it
Your motherboard has more upgrade room left than your CPU does, but most people never use it
Hamlin Rozario
By
Hamlin Rozario
Hamlin Rozario
May 6, 2026
MSI MAG-X870E Tomahawk Wifi CPU slot
When people talk about future-proofing their PCs, the motherboard is usually the first part they justify spending extra on. I can see why, though. You splurge on a board that supports PCIe 5.0, USB4, 5G/10G LAN, and more M.2 slots, and you suddenly feel like you're set for years. To be fair, that's exactly how I used to convince myself when I bought an X570 motherboard for my previous build. But the thing is, motherboards don't really age the way you expect them to unless you were quick to jump onto a new platform early.
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Apple Watch Series 11
Apple Watch Series 11
$329
$429
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Apple Watch Series 11
Apple Watch Series 11
$329
$429
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Baseus Picogo AM52 Power Bank
Baseus Picogo AM52 Power Bank
$60
$80
SAVE 25%
Baseus Picogo AM52 Power Bank
Baseus Picogo AM52 Power Bank
$60
$80
SAVE 25%
I let two local LLMs fight over how to optimize a Linux VM, and they destroyed it instead
I let two local LLMs fight over how to optimize a Linux VM, and they destroyed it instead
Adam Conway
By
Adam Conway
Adam Conway
May 6, 2026
An Arc A750 resting on top of a MacBook M4, with the Proxmox web UI open on the laptop
Running a single local LLM on your own hardware is one thing. Running two of them at the same time, on the same machine, with shared access to a Linux box, is a different game. I've been spending a lot of time with Qwen and
Gemma
lately, and at some point I wanted to know what would happen if I stopped trying to be helpful to them and just let them be unhelpful to each other.
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PowerToys quietly added a feature I didn't know I wanted, but now I can't go back
PowerToys quietly added a feature I didn't know I wanted, but now I can't go back
João Carrasqueira
By
João Carrasqueira
João Carrasqueira
May 6, 2026
A Windows 11 laptop displaying a PowerToys window with settings for Grab and Move
Despite its name,
Windows 11
Windows 11
is not always the best at window management, at least not without some help. I've long been a fan of
PowerToys
PowerToys
for giving me so much more flexibility when it comes to managing my open windows to improve my productivity with FancyZones, but the way snapping works may not be for everyone.
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I jailbroke my Kindle and unlocked features Amazon refuses to build
I jailbroke my Kindle and unlocked features Amazon refuses to build
Dhruv Bhutani
By
Dhruv Bhutani
Dhruv Bhutani
May 6, 2026
jailbroken Kindle features kual and media player
I love my Kindles, but I've always had the lingering feeling that the hardware is capable of much more than what Amazon allows. The out-of-the-box functionality is so limited that you can't even set a wallpaper. That's a no-go for me. It's why I've taken to jailbreaking all my Kindles.
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I'm 68 and retired now. I prefer just to eat, I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ? - kovaliklukas@gmail.com - Gmail — Personal...
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I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ? - [EMAIL] - Gmail
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I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
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Aging with an Attitude Aging with an Attitude • 407.4K followers Our stories of life and aging. Follow this Space to have submissions considered.
I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
Mark Wolfie
Mark Wolfie
, studied at Purdue University North Central
Answered April 26
I retired at 58, exhausted, and sat down. For 14 months lol. Worked from 16 years old and I was beat ragged by physically insane jobs. Worked even harder to retire early. N...
I retired at 58, exhausted, and sat down. For 14 months lol. Worked from 16 years old and I was beat ragged by physically insane jobs. Worked even harder to retire early. N...
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How can a retired person lead his life without doing any other job?
How can a retired person lead his life without doing any other job?
Straus Davis
Straus Davis
, BS Life and Living & Business Administration, The College and University Experi...
Answered February 26
I am retired! I retired at age 58, and I am now age 78. That’s 20 years of retirement. I have not taken on any other income-type jobs, so to speak. How did I do this? I star...
I am retired! I retired at age 58, and I am now age 78. That’s 20 years of retirement. I have not taken on any other income-type jobs, so to speak.
How did I do this? I star...
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What is it like to be older than 70?
What is it like to be older than 70?
Johnny Mac
Johnny Mac
, former Programmer and Graphics Designer (1996-2016)
Answered Mon
I'm I'm 75, 76 in September. I took this photos the other day. I eat healthy, work out regularly including riding my bicycle and I rarely get depressed. I volunteer at the l...
I'm
I'm 75, 76 in September. I took this photos the other day. I eat healthy, work out regularly including riding my bicycle and I rarely get depressed. I volunteer at the l...
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I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ? - [EMAIL] - Gmail
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I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
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Aging with an Attitude Aging with an Attitude • 407.4K followers Our stories of life and aging. Follow this Space to have submissions considered.
I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
Mark Wolfie
Mark Wolfie
, studied at Purdue University North Central
Answered April 26
I retired at 58, exhausted, and sat down. For 14 months lol. Worked from 16 years old and I was beat ragged by physically insane jobs. Worked even harder to retire early. N...
I retired at 58, exhausted, and sat down. For 14 months lol. Worked from 16 years old and I was beat ragged by physically insane jobs. Worked even harder to retire early. N...
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Read more »
How can a retired person lead his life without doing any other job?
How can a retired person lead his life without doing any other job?
Straus Davis
Straus Davis
, BS Life and Living & Business Administration, The College and University Experi...
Answered February 26
I am retired! I retired at age 58, and I am now age 78. That’s 20 years of retirement. I have not taken on any other income-type jobs, so to speak. How did I do this? I star...
I am retired! I retired at age 58, and I am now age 78. That’s 20 years of retirement. I have not taken on any other income-type jobs, so to speak.
How did I do this? I star...
Read more »
Read more »
What is it like to be older than 70?
What is it like to be older than 70?
Johnny Mac
Johnny Mac
, former Programmer and Graphics Designer (1996-2016)
Answered Mon
I'm I'm 75, 76 in September. I took this photos the other day. I eat healthy, work out regularly including riding my bicycle and I rarely get depressed. I volunteer at the l...
I'm
I'm 75, 76 in September. I took this photos the other day. I eat healthy, work out regularly including riding my bicycle and I rarely get depressed. I volunteer at the l...
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I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ? - [EMAIL] - Gmail
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I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
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Aging with an Attitude Aging with an Attitude • 407.4K followers Our stories of life and aging. Follow this Space to have submissions considered.
I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
Mark Wolfie
Mark Wolfie
, studied at Purdue University North Central
Answered April 26
I retired at 58, exhausted, and sat down. For 14 months lol. Worked from 16 years old and I was beat ragged by physically insane jobs. Worked even harder to retire early. N...
I retired at 58, exhausted, and sat down. For 14 months lol. Worked from 16 years old and I was beat ragged by physically insane jobs. Worked even harder to retire early. N...
Read more »
Read more »
How can a retired person lead his life without doing any other job?
How can a retired person lead his life without doing any other job?
Straus Davis
Straus Davis
, BS Life and Living & Business Administration, The College and University Experi...
Answered February 26
I am retired! I retired at age 58, and I am now age 78. That’s 20 years of retirement. I have not taken on any other income-type jobs, so to speak. How did I do this? I star...
I am retired! I retired at age 58, and I am now age 78. That’s 20 years of retirement. I have not taken on any other income-type jobs, so to speak.
How did I do this? I star...
Read more »
Read more »
What is it like to be older than 70?
What is it like to be older than 70?
Johnny Mac
Johnny Mac
, former Programmer and Graphics Designer (1996-2016)
Answered Mon
I'm I'm 75, 76 in September. I took this photos the other day. I eat healthy, work out regularly including riding my bicycle and I rarely get depressed. I volunteer at the l...
I'm
I'm 75, 76 in September. I took this photos the other day. I eat healthy, work out regularly including riding my bicycle and I rarely get depressed. I volunteer at the l...
Read more »
Read more »
Read more in Aging with an Attitude
Read more in Aging with an Attitude
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For 14 months lol. Worked from 16 years old and I was beat ragged by physically insane jobs. Worked even harder to retire early. N...","depth":26,"bounds":{"left":0.6683843,"top":0.58220273,"width":0.17453457,"height":0.070231445},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"I retired at 58, exhausted, and sat down. For 14 months lol. Worked from 16 years old and I was beat ragged by physically insane jobs. Worked even harder to retire early. 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I retired at age 58, and I am now age 78. That’s 20 years of retirement. I have not taken on any other income-type jobs, so to speak. How did I do this? I star...","depth":26,"bounds":{"left":0.6683843,"top":0.830407,"width":0.17453457,"height":0.0830008},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"I am retired! I retired at age 58, and I am now age 78. That’s 20 years of retirement. I have not taken on any other income-type jobs, so to speak.","depth":28,"bounds":{"left":0.6683843,"top":0.8328013,"width":0.16422872,"height":0.033918597},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"How did I do this? 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I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ? - [EMAIL] - Gmail
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I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
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Aging with an Attitude Aging with an Attitude • 407.4K followers Our stories of life and aging. Follow this Space to have submissions considered.
I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
I'm 68 and retired now. I prefer just to eat, sleep, and watch TV. Is this acceptable behavior or not because have some trouble walking ?
Mark Wolfie
Mark Wolfie
, studied at Purdue University North Central
Answered April 26
I retired at 58, exhausted, and sat down. For 14 months lol. Worked from 16 years old and I was beat ragged by physically insane jobs. Worked even harder to retire early. N...
I retired at 58, exhausted, and sat down. For 14 months lol. Worked from 16 years old and I was beat ragged by physically insane jobs. Worked even harder to retire early. N...
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How can a retired person lead his life without doing any other job?
How can a retired person lead his life without doing any other job?
Straus Davis
Straus Davis
, BS Life and Living & Business Administration, The College and University Experi...
Answered February 26
I am retired! I retired at age 58, and I am now age 78. That’s 20 years of retirement. I have not taken on any other income-type jobs, so to speak. How did I do this? I star...
I am retired! I retired at age 58, and I am now age 78. That’s 20 years of retirement. I have not taken on any other income-type jobs, so to speak.
How did I do this? I star...
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What is it like to be older than 70?
What is it like to be older than 70?
Johnny Mac
Johnny Mac
, former Programmer and Graphics Designer (1996-2016)
Answered Mon
I'm I'm 75, 76 in September. I took this photos the other day. I eat healthy, work out regularly including riding my bicycle and I rarely get depressed. I volunteer at the l...
I'm
I'm 75, 76 in September. I took this photos the other day. I eat healthy, work out regularly including riding my bicycle and I rarely get depressed. I volunteer at the l...
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“It is better to have a great team than a team of greats.”
– Simon Sinek
Not terribly long ago, hiring a freelancer meant getting some short-term help. Freelancers were used to help cover a temporary spike in workload, a one-off project, or a specific skill gap your full-time team couldn’t fill.
But in 2026, freelancing is more prolific than ever before, and many teams are built to include freelancers from the start. In some cases, entire departments are staffed by a mix of full-time employees and independent contractors. I often joke that “I didn’t know how little companies write for themselves” until I became a freelance writer.
Why the push? It’s often a combination of financial pressure and the need for a specific skillset. Companies are often working with fewer full-time hires and faster timelines, but juggling the same amount of work as they did with a larger team. The only way forward is to adapt.
As Shannon Denton, co-founder of
Wripple
Wripple
, puts it, “It’s the ultimate combination of financial flexibility and agility. You don’t have fixed-cost employees; you don’t have a long-term commitment. But you get specialized talent.”
That combination is why freelancers are now an integral part of many organizations.
If you’re thinking of bringing some freelancers on board to help support your team, there are a few things you need to know to optimize the experience for everyone involved. Let’s talk about what they are.
Integrate freelancers effectively
Integrate freelancers effectively
Want to say hi? I love connecting on
LinkedIn--
LinkedIn--
or reply to this email to talk to me directly!
Katie Schuknecht
There's more time than you think
There's more time than you think
It’s a feeling you might be familiar with: being “booked tight.” It’s a weirdly complicated thing to experience.
Because, yes, if you’re looking enough to truly enjoy what you’re doing, it can be a deeply fulfilling experience. Like you’re doing exactly what you should be doing with your time—using all of it to its fullest potential, because we should live every moment as if it’s our last, blah, blah. You know the platitudes. And on the other end of the spectrum, if you hate the things you’re spending your time doing, the whole thing feels closer to torture.
But weirdly, no matter if you’re enjoying your life or hating every moment of it, one thing stays consistent: we never feel like we have enough time. We rush through traffic or frantically push through crowds of people just to make it to that meeting
barely
in time. Or, we’re somehow minutes late to everything we try to do. And, worst and most consistently of all, when we sit down to try to get some work done, we feel so squeezed tight and rushed that it feels like putting out quality work is impossible.
We humans are frustratingly poor at understanding time. We frequently misjudge how long a task will take, or, if you wanna get all dramatic about it, where we stand in the larger context of our lives.
And all of that, understandably, leads to anxiety.
It’s a regular enough occurrence in a large enough sample of people that it’s been given an appropriate name:
time anxiety
.
Here’s what we know about it, and how to face it.
Managing time anxiety
Managing time anxiety
What we've been reading:
The 2-minute rule
The 2-minute rule
& why you should spend more time getting the easy things right
How to quit taking work so personally
How to quit taking work so personally
Sam Altman explains
our AI future
our AI future
Stop trying to manage your time and start trying to manage your energy
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“It is better to have a great team than a team of greats.”
– Simon Sinek
Not terribly long ago, hiring a freelancer meant getting some short-term help. Freelancers were used to help cover a temporary spike in workload, a one-off project, or a specific skill gap your full-time team couldn’t fill.
But in 2026, freelancing is more prolific than ever before, and many teams are built to include freelancers from the start. In some cases, entire departments are staffed by a mix of full-time employees and independent contractors. I often joke that “I didn’t know how little companies write for themselves” until I became a freelance writer.
Why the push? It’s often a combination of financial pressure and the need for a specific skillset. Companies are often working with fewer full-time hires and faster timelines, but juggling the same amount of work as they did with a larger team. The only way forward is to adapt.
As Shannon Denton, co-founder of
Wripple
Wripple
, puts it, “It’s the ultimate combination of financial flexibility and agility. You don’t have fixed-cost employees; you don’t have a long-term commitment. But you get specialized talent.”
That combination is why freelancers are now an integral part of many organizations.
If you’re thinking of bringing some freelancers on board to help support your team, there are a few things you need to know to optimize the experience for everyone involved. Let’s talk about what they are.
Integrate freelancers effectively
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Want to say hi? I love connecting on
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Katie Schuknecht
There's more time than you think
There's more time than you think
It’s a feeling you might be familiar with: being “booked tight.” It’s a weirdly complicated thing to experience.
Because, yes, if you’re looking enough to truly enjoy what you’re doing, it can be a deeply fulfilling experience. Like you’re doing exactly what you should be doing with your time—using all of it to its fullest potential, because we should live every moment as if it’s our last, blah, blah. You know the platitudes. And on the other end of the spectrum, if you hate the things you’re spending your time doing, the whole thing feels closer to torture.
But weirdly, no matter if you’re enjoying your life or hating every moment of it, one thing stays consistent: we never feel like we have enough time. We rush through traffic or frantically push through crowds of people just to make it to that meeting
barely
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We humans are frustratingly poor at understanding time. We frequently misjudge how long a task will take, or, if you wanna get all dramatic about it, where we stand in the larger context of our lives.
And all of that, understandably, leads to anxiety.
It’s a regular enough occurrence in a large enough sample of people that it’s been given an appropriate name:
time anxiety
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Here’s what we know about it, and how to face it.
Managing time anxiety
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What we've been reading:
The 2-minute rule
The 2-minute rule
& why you should spend more time getting the easy things right
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our AI future
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Wed 6 May, 22:00 (3 days ago)
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Heyo! JMac here again in the weekly newsletter with highlights from the Laravel patch release, Shift updates, and a
tip.
Laravel 13.8
Laravel 13.8
Lots of fixes this week brings us to
Laravel 13.8
. Here are the highlights:
Prevent array to string conversion in signature validation in
#59778
#59778
Memoize credentials in
SqsConnector
in
#59867
#59867
Disable pausing on managed queue workers in
#59871
#59871
Add work pausing/resuming events in
#59895
#59895
Add
assertSessionMissingInput
in
#59970
#59970
Add an environment filter to
schedule:list
in
#59993
#59993
Add queue inspection methods in
#59997
#59997
You may review the
full branch diff on GitHub
full branch diff on GitHub
for a complete list of changes.
Weekly Journal
Weekly Journal
Last week was
Derby Week
here in Louisville, Kentucky. While Derby is run on Saturday, the track is open all week. So most days I partook in some bourbon and gambling.
Before doing so, I prepared to the
Monthly Shift
for May. This is sent out to
Shifty Plan
Shifty Plan
subscribers. It contains curated refactors to modernize your Laravel applications. This month focused on adopting static class references instead of string names for commands.
Otherwise, I worked with Eric Barnes to cache
Laravel News
Laravel News
. We rolled out some of the initial changes to cache the home and article pages. We ran into some competition between the caching provided by Laravel Cloud and Cloudflare. We're working with the Laravel Cloud Team to iron out some of those kinks.
Regardless, Eric is already seeing a 20% bump in cache hits. This means a majority of his traffic is cached. I have every confidence we'll get the total cache above 80% or 90%. Then we'll look into reducing his server costs.
I want to do more of these case studies. I feel like
Fast Laravel
Fast Laravel
did not get a lot of attention. Caching pages is an OG, but still very relevant skill. So hopefully these case studies help give it more attention.
Weekly Tip
Weekly Tip
I did a pretty massive refactor to
laravelshift.com
laravelshift.com
this week with AI. This was something I would not have done myself. But since I could throw it over the fence at Claude (and had a robust test suite), I took it on. It caboobled on things for about an hour (tripping my rate limit). But it got it done.
So the general tip is - when you're sitting idle, send AI on a refactor. But I'm also sprinkling in some praise since I have been blaming AI for my malaise the last few newsletters.
As always, I welcome your feedback.
Keep Shifting!
Keep Shifting!
~ JMac
Don't want to receive these updates? No problem, simply
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pausing on managed queue workers in","depth":22,"bounds":{"left":0.57712764,"top":0.46568236,"width":0.11236702,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"#59871","depth":22,"bounds":{"left":0.68949467,"top":0.46568236,"width":0.017785905,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"#59871","depth":23,"bounds":{"left":0.68949467,"top":0.46568236,"width":0.017785905,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Add work pausing/resuming events 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queue inspection methods in","depth":22,"bounds":{"left":0.57712764,"top":0.54788506,"width":0.080119684,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"#59997","depth":22,"bounds":{"left":0.65724736,"top":0.54788506,"width":0.017785905,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"#59997","depth":23,"bounds":{"left":0.65724736,"top":0.54788506,"width":0.017785905,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"You may review the","depth":21,"bounds":{"left":0.5588431,"top":0.5798085,"width":0.047706116,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"full branch diff on GitHub","depth":21,"bounds":{"left":0.6065492,"top":0.5798085,"width":0.05851064,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"full branch diff on GitHub","depth":22,"bounds":{"left":0.6065492,"top":0.5798085,"width":0.05851064,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"for a complete list of changes.","depth":21,"bounds":{"left":0.66505986,"top":0.5798085,"width":0.072140954,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"Weekly Journal","depth":20,"bounds":{"left":0.5588431,"top":0.6280926,"width":0.19946809,"height":0.023942538},"on_screen":true,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Weekly Journal","depth":21,"bounds":{"left":0.5588431,"top":0.63048685,"width":0.048204787,"height":0.01915403},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Last week was","depth":21,"bounds":{"left":0.5588431,"top":0.6679968,"width":0.036402926,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Derby Week","depth":22,"bounds":{"left":0.595246,"top":0.6679968,"width":0.029089095,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"here in Louisville, Kentucky. While Derby is run on Saturday, the track is open all week. So most days I partook in some bourbon and gambling.","depth":21,"bounds":{"left":0.5588431,"top":0.6679968,"width":0.1924867,"height":0.051476456},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Before doing so, I prepared to the","depth":21,"bounds":{"left":0.5588431,"top":0.73822826,"width":0.080784574,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Monthly Shift","depth":22,"bounds":{"left":0.63962764,"top":0.73822826,"width":0.030751329,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"for May. This is sent out to","depth":21,"bounds":{"left":0.670379,"top":0.73822826,"width":0.06499335,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Shifty Plan","depth":21,"bounds":{"left":0.5588431,"top":0.73822826,"width":0.18982713,"height":0.032322425},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Shifty Plan","depth":22,"bounds":{"left":0.5588431,"top":0.73822826,"width":0.18982713,"height":0.032322425},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"subscribers. It contains curated refactors to modernize your Laravel applications. This month focused on adopting static class references instead of string names for commands.","depth":21,"bounds":{"left":0.5588431,"top":0.7573823,"width":0.18550532,"height":0.051476456},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Otherwise, I worked with Eric Barnes to cache","depth":21,"bounds":{"left":0.5588431,"top":0.8276137,"width":0.1100399,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Laravel News","depth":21,"bounds":{"left":0.66888297,"top":0.8276137,"width":0.032247342,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Laravel News","depth":22,"bounds":{"left":0.66888297,"top":0.8276137,"width":0.032247342,"height":0.0131683955},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":". We rolled out some of the initial changes to cache the home and article pages. We ran into some competition between the caching provided by Laravel Cloud and Cloudflare. We're working with the Laravel Cloud Team to iron out some of those kinks.","depth":21,"bounds":{"left":0.5588431,"top":0.8276137,"width":0.19680852,"height":0.07063048},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Regardless, Eric is already seeing a 20% bump in cache hits. This means a majority of his traffic is cached. I have every confidence we'll get the total cache above 80% or 90%. Then we'll look into reducing his server costs.","depth":21,"bounds":{"left":0.5588431,"top":0.9169992,"width":0.19780585,"height":0.051476456},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"I want to do more of these case studies. I feel like","depth":21,"bounds":{"left":0.5588431,"top":0.98723066,"width":0.11801862,"height":0.0127693415},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Fast Laravel","depth":21,"bounds":{"left":0.6768617,"top":0.98723066,"width":0.02925532,"height":0.0127693415},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Fast Laravel","depth":22,"bounds":{"left":0.6768617,"top":0.98723066,"width":0.02925532,"height":0.0127693415},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"did not get a lot of attention. Caching pages is an OG, but still very relevant skill. So hopefully these case studies help give it more attention.","depth":21,"bounds":{"left":0.5588431,"top":0.98723066,"width":0.19099069,"height":0.0127693415},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"Weekly Tip","depth":20,"bounds":{"left":0.5588431,"top":1.0,"width":0.19946809,"height":-0.073822856},"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Weekly Tip","depth":21,"bounds":{"left":0.5588431,"top":1.0,"width":0.034242023,"height":-0.076217055},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"I did a pretty massive refactor to","depth":21,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"laravelshift.com","depth":21,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"laravelshift.com","depth":22,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"this week with AI. This was something I would not have done myself. But since I could throw it over the fence at Claude (and had a robust test suite), I took it on. It caboobled on things for about an hour (tripping my rate limit). But it got it done.","depth":21,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"So the general tip is - when you're sitting idle, send AI on a refactor. But I'm also sprinkling in some praise since I have been blaming AI for my malaise the last few newsletters.","depth":21,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"As always, I welcome your feedback.","depth":21,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Keep Shifting!","depth":21,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Keep Shifting!","depth":22,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"~ JMac","depth":21,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Don't want to receive these updates? No problem, simply","depth":21,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"unsubscribe","depth":21,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"unsubscribe","depth":22,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"or sign into Shift and","depth":21,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"update your preferences","depth":21,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"update your preferences","depth":22,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":".","depth":21,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Proudly sent with","depth":21,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Mailcoach","depth":22,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"from Louisville, Kentucky.","depth":21,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Reply","depth":14,"bounds":{"left":0.55352396,"top":0.9537111,"width":0.034574468,"height":0.028731046},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Reply","depth":15,"bounds":{"left":0.56865025,"top":0.96089387,"width":0.012300532,"height":0.014764565},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Forward","depth":14,"bounds":{"left":0.59075797,"top":0.9537111,"width":0.03723404,"height":0.028731046},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Forward","depth":15,"bounds":{"left":0.6043883,"top":0.96089387,"width":0.017952127,"height":0.014764565},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"You can't react to a group with an emoji","depth":15,"bounds":{"left":0.6306516,"top":0.9537111,"width":0.011968086,"height":0.028731046},"on_screen":true,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":false,"is_focused":false,"is_selected":false},{"role":"AXRadioButton","text":"Calendar","depth":10,"bounds":{"left":0.9630984,"top":0.110135674,"width":0.01861702,"height":0.044692736},"on_screen":true,"help_text":"","role_description":"tab","subrole":"AXTabButton","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXRadioButton","text":"Keep","depth":10,"bounds":{"left":0.9630984,"top":0.15482841,"width":0.01861702,"height":0.044692736},"on_screen":true,"help_text":"","role_description":"tab","subrole":"AXTabButton","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXRadioButton","text":"Tasks","depth":10,"bounds":{"left":0.9630984,"top":0.19952115,"width":0.01861702,"height":0.044692736},"on_screen":true,"help_text":"","role_description":"tab","subrole":"AXTabButton","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXRadioButton","text":"Contacts","depth":10,"bounds":{"left":0.9630984,"top":0.2442139,"width":0.01861702,"height":0.044692736},"on_screen":true,"help_text":"","role_description":"tab","subrole":"AXTabButton","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXRadioButton","text":"Get add-ons","depth":10,"bounds":{"left":0.9630984,"top":0.31524342,"width":0.01861702,"height":0.044692736},"on_screen":true,"help_text":"","role_description":"tab","subrole":"AXTabButton","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Hide side panel","depth":9,"bounds":{"left":0.9630984,"top":0.96249,"width":0.01861702,"height":0.037509978},"on_screen":true,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false}]...
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Wed 6 May, 22:00 (3 days ago)
Wed 6 May, 22:00 (3 days ago)
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Heyo! JMac here again in the weekly newsletter with highlights from the Laravel patch release, Shift updates, and a
tip.
Laravel 13.8
Laravel 13.8
Lots of fixes this week brings us to
Laravel 13.8
. Here are the highlights:
Prevent array to string conversion in signature validation in
#59778
#59778
Memoize credentials in
SqsConnector
in
#59867
#59867
Disable pausing on managed queue workers in
#59871
#59871
Add work pausing/resuming events in
#59895
#59895
Add
assertSessionMissingInput
in
#59970
#59970
Add an environment filter to
schedule:list
in
#59993
#59993
Add queue inspection methods in
#59997
#59997
You may review the
full branch diff on GitHub
full branch diff on GitHub
for a complete list of changes.
Weekly Journal
Weekly Journal
Last week was
Derby Week
here in Louisville, Kentucky. While Derby is run on Saturday, the track is open all week. So most days I partook in some bourbon and gambling.
Before doing so, I prepared to the
Monthly Shift
for May. This is sent out to
Shifty Plan
Shifty Plan
subscribers. It contains curated refactors to modernize your Laravel applications. This month focused on adopting static class references instead of string names for commands.
Otherwise, I worked with Eric Barnes to cache
Laravel News
Laravel News
. We rolled out some of the initial changes to cache the home and article pages. We ran into some competition between the caching provided by Laravel Cloud and Cloudflare. We're working with the Laravel Cloud Team to iron out some of those kinks.
Regardless, Eric is already seeing a 20% bump in cache hits. This means a majority of his traffic is cached. I have every confidence we'll get the total cache above 80% or 90%. Then we'll look into reducing his server costs.
I want to do more of these case studies. I feel like
Fast Laravel
Fast Laravel
did not get a lot of attention. Caching pages is an OG, but still very relevant skill. So hopefully these case studies help give it more attention.
Weekly Tip
Weekly Tip
I did a pretty massive refactor to
laravelshift.com
laravelshift.com
this week with AI. This was something I would not have done myself. But since I could throw it over the fence at Claude (and had a robust test suite), I took it on. It caboobled on things for about an hour (tripping my rate limit). But it got it done.
So the general tip is - when you're sitting idle, send AI on a refactor. But I'm also sprinkling in some praise since I have been blaming AI for my malaise the last few newsletters.
As always, I welcome your feedback.
Keep Shifting!
Keep Shifting!
~ JMac
Don't want to receive these updates? No problem, simply
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
Pull requests · screenpipe/screenpipe · GitHub
DNS / Nameservers | Hostinger
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Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
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Heyo! JMac here again in the weekly newsletter with highlights from the Laravel patch release, Shift updates, and a
tip.
Laravel 13.8
Laravel 13.8
Lots of fixes this week brings us to
Laravel 13.8
. Here are the highlights:
Prevent array to string conversion in signature validation in
#59778
#59778
Memoize credentials in
SqsConnector
in
#59867
#59867
Disable pausing on managed queue workers in
#59871
#59871
Add work pausing/resuming events in
#59895
#59895
Add
assertSessionMissingInput
in
#59970
#59970
Add an environment filter to
schedule:list
in
#59993
#59993
Add queue inspection methods in
#59997
#59997
You may review the
full branch diff on GitHub
full branch diff on GitHub
for a complete list of changes.
Weekly Journal
Weekly Journal
Last week was
Derby Week
here in Louisville, Kentucky. While Derby is run on Saturday, the track is open all week. So most days I partook in some bourbon and gambling.
Before doing so, I prepared to the
Monthly Shift
for May. This is sent out to
Shifty Plan
Shifty Plan
subscribers. It contains curated refactors to modernize your Laravel applications. This month focused on adopting static class references instead of string names for commands.
Otherwise, I worked with Eric Barnes to cache
Laravel News
Laravel News
. We rolled out some of the initial changes to cache the home and article pages. We ran into some competition between the caching provided by Laravel Cloud and Cloudflare. We're working with the Laravel Cloud Team to iron out some of those kinks.
Regardless, Eric is already seeing a 20% bump in cache hits. This means a majority of his traffic is cached. I have every confidence we'll get the total cache above 80% or 90%. Then we'll look into reducing his server costs.
I want to do more of these case studies. I feel like
Fast Laravel
Fast Laravel
did not get a lot of attention. Caching pages is an OG, but still very relevant skill. So hopefully these case studies help give it more attention.
Weekly Tip
Weekly Tip
I did a pretty massive refactor to
laravelshift.com
laravelshift.com
this week with AI. This was something I would not have done myself. But since I could throw it over the fence at Claude (and had a robust test suite), I took it on. It caboobled on things for about an hour (tripping my rate limit). But it got it done.
So the general tip is - when you're sitting idle, send AI on a refactor. But I'm also sprinkling in some praise since I have been blaming AI for my malaise the last few newsletters.
As always, I welcome your feedback.
Keep Shifting!
Keep Shifting!
~ JMac
Don't want to receive these updates? No problem, simply
unsubscribe
unsubscribe
or sign into Shift and
update your preferences
update your preferences
.
Proudly sent with
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But I'm also sprinkling in some praise since I have been blaming AI for my malaise the last few newsletters.","depth":21,"bounds":{"left":0.6027778,"top":0.28333333,"width":0.39722222,"height":0.071666665},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"As always, I welcome your feedback.","depth":21,"bounds":{"left":0.6027778,"top":0.43666667,"width":0.18541667,"height":0.018333333},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Keep Shifting!","depth":21,"bounds":{"left":0.7881944,"top":0.43666667,"width":0.06909722,"height":0.018333333},"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Keep Shifting!","depth":22,"bounds":{"left":0.7881944,"top":0.43666667,"width":0.06909722,"height":0.018333333},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"~ JMac","depth":21,"bounds":{"left":0.6027778,"top":0.4811111,"width":0.036111113,"height":0.018333333},"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Don't want to receive these updates? 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Heyo! JMac here again in the weekly newsletter with highlights from the Laravel patch release, Shift updates, and a
tip.
Laravel 13.8
Laravel 13.8
Lots of fixes this week brings us to
Laravel 13.8
. Here are the highlights:
Prevent array to string conversion in signature validation in
#59778
#59778
Memoize credentials in
SqsConnector
in
#59867
#59867
Disable pausing on managed queue workers in
#59871
#59871
Add work pausing/resuming events in
#59895
#59895
Add
assertSessionMissingInput
in
#59970
#59970
Add an environment filter to
schedule:list
in
#59993
#59993
Add queue inspection methods in
#59997
#59997
You may review the
full branch diff on GitHub
full branch diff on GitHub
for a complete list of changes.
Weekly Journal
Weekly Journal
Last week was
Derby Week
here in Louisville, Kentucky. While Derby is run on Saturday, the track is open all week. So most days I partook in some bourbon and gambling.
Before doing so, I prepared to the
Monthly Shift
for May. This is sent out to
Shifty Plan
Shifty Plan
subscribers. It contains curated refactors to modernize your Laravel applications. This month focused on adopting static class references instead of string names for commands.
Otherwise, I worked with Eric Barnes to cache
Laravel News
Laravel News
. We rolled out some of the initial changes to cache the home and article pages. We ran into some competition between the caching provided by Laravel Cloud and Cloudflare. We're working with the Laravel Cloud Team to iron out some of those kinks.
Regardless, Eric is already seeing a 20% bump in cache hits. This means a majority of his traffic is cached. I have every confidence we'll get the total cache above 80% or 90%. Then we'll look into reducing his server costs.
I want to do more of these case studies. I feel like
Fast Laravel
Fast Laravel
did not get a lot of attention. Caching pages is an OG, but still very relevant skill. So hopefully these case studies help give it more attention.
Weekly Tip
Weekly Tip
I did a pretty massive refactor to
laravelshift.com
laravelshift.com
this week with AI. This was something I would not have done myself. But since I could throw it over the fence at Claude (and had a robust test suite), I took it on. It caboobled on things for about an hour (tripping my rate limit). But it got it done.
So the general tip is - when you're sitting idle, send AI on a refactor. But I'm also sprinkling in some praise since I have been blaming AI for my malaise the last few newsletters.
As always, I welcome your feedback.
Keep Shifting!
Keep Shifting!
~ JMac
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Забелязвам една плашеща…
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Vesselin Petrunov Vesselin Petrunov liked this Shule Y. Shule Y. Founder & Strategic Architect @ Tech Bridge |… Follow Забелязвам една плашеща тенденция, че всеки втори е експерт по ИИ… Едно е да използваш ИИ като потребител в… see more LIKE PRAISE INTEREST 61 ·57 Comments Read more
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Забелязвам една плашеща тенденция, че всеки втори е експерт по ИИ… Едно е да използваш ИИ като потребител в…
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Nikolay Yankov Nikolay Yankov liked this Mollie Luckhurst Mollie Luckhurst Strategic Operator | Scaling SaaS Businesses | CS… Follow I don’t think I’ve bought my own laptop in about 20 years. It’s always been work-issued or the occasional… see more LIKE PRAISE EMPATHY 69 ·13 Comments Read more Read more
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Tsvetomir Banovski Tsvetomir Banovski celebrated this Alexander Semov / Александър Семов Alexander Semov / Александър Семов 1ˢᵗ on LinkedIn Bulgaria for Workplace Well-Being &… Follow Много често чувах от хората, че няма да успее, защото няма пари... Нямало толкова голяма фен база... Все… see more LIKE PRAISE EMPATHY 1,697 ·12 Comments Read more Read more
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Kiril Dragomirov Kiril Dragomirov loved this Margarita Petrova Margarita Petrova HR Specialist at AXSMarine 🛥️ | Talent Acquisition |… Follow Честит 1 май – Международен ден на труда! 🛠️ 📈 Днес отбелязваме силата на усилията, постоянството и… see more LIKE PRAISE EMPATHY 21 Read more Read more
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Pull requests · screenpipe/screenpipe · GitHub
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Pull requests · screenpipe/screenpipe · GitHub
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
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-751622549166658592
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1896183711920080783
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visual_change
|
accessibility
|
NULL
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
Pull requests · screenpipe/screenpipe · GitHub
DNS / Nameservers | Hostinger
DNS / Nameservers | Hostinger
Nginx Proxy Manager
Nginx Proxy Manager
Screenpipe — Archive
Screenpipe — Archive
SQLite Web: archive.db
SQLite Web: archive.db
SQLite Web: db.sqlite
SQLite Web: db.sqlite
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
DXP4800PLUS-B5F8
AFFiNE - All In One KnowledgeOS
AFFiNE - All In One KnowledgeOS
All docs · AFFiNE
All docs · AFFiNE
Payments Logger
Payments Logger
Vesselin Petrunov - Software Еngineering Manager reacted to this post: Забелязвам една плашеща… - [EMAIL] - Gmail
Vesselin Petrunov - Software Еngineering Manager reacted to this post: Забелязвам една плашеща… - [EMAIL] - Gmail
LinkedIn Login, Sign in | LinkedIn
LinkedIn Login, Sign in | LinkedIn
Close tab
(25) Quora
(25) Quora
Location Logger
Location Logger
Finance Hub
Finance Hub
Finance Hub
Finance Hub
Select: payments - db - Adminer
Select: payments - db - Adminer
Електронно банкиране ДСК Директ от Банка ДСК
Електронно банкиране ДСК Директ от Банка ДСК
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
New Tab
Customize sidebar
Open Google Gemini (⌃X)
Open history (⇧⌘H)
Open bookmarks (⌘B)
Bitwarden
LinkedIn
Sign in
Sign in
Discover people, jobs, and more.
Lukas Kovalik
k*****@gmail.com
Not Lukas Kovalik
Not you?
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Sign in
or
By clicking Continue, you agree to LinkedIn’s
User Agreement
User Agreement
,
Privacy Policy
Privacy Policy
, and
Cookie Policy
Cookie Policy
.
Continue with Google. Opens in new tab
Continue with Google
Agree & Join LinkedIn
By clicking Continue, you agree to LinkedIn’s
User Agreement
User Agreement
,
Privacy Policy
Privacy Policy
, and
Cookie Policy
Cookie Policy
.
Вход с Google
Вход с Google
Затваряне
Използвайте профила си в Google, за да влезете в(ъв) LinkedIn
Вече не е нужно да помните паролите. Влизането в профила е бързо, лесно и сигурно.
Напред
Напред
LinkedIn
© 2026
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User Agreement
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Privacy Policy
Community Guidelines
Community Guidelines
Cookie Policy
Cookie Policy
Copyright Policy
Copyright Policy
Send Feedback
Send Feedback
Language
Language...
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12355
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NULL
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NULL
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NULL
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12356
|
547
|
0
|
2026-05-09T08:47:43.672392+00:00
|
/Users/lukas/.screenpipe/data/data/2026-05-09/1778 /Users/lukas/.screenpipe/data/data/2026-05-09/1778316463672_m1.jpg...
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Code
|
report(1).csv — finance [SSH: nas]
|
True
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NULL
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monitor_1
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NULL
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NULL
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NULL
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NULL
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Explorer (⇧⌘E)
Search (⇧⌘F)
Source Control (⌃⇧ Explorer (⇧⌘E)
Search (⇧⌘F)
Source Control (⌃⇧G)
Run and Debug (⇧⌘D)
Remote Explorer
Extensions (⇧⌘X) - 2 require update
2
Claude Code
Containers
EXPLORER
EXPLORER
Explorer Section: finance [SSH: nas]
Explorer Section: finance [SSH: nas]
FINANCE [SSH: NAS]
auth
dsk-uploader
finance-hub
backend
frontend
.env
.env.example
.gitignore
docker-compose.yml
payments-logger
Outline Section
OUTLINE
OUTLINE
Timeline Section
TIMELINE
TIMELINE
docker-compose.yml, Editor Group 1
.env, Editor Group 1
report(1).csv, Editor Group 1
report(2).csv, Editor Group 1
"Дата","Основание","Наредител/Получател","Номер сметка на наредителя / получателя","Вид на трансакцията","Свързваща референция","Валутен курс","Сума във валутата на превода","Дебит EUR","Кредит EUR"
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:46<br/>Авт. код: 36C1UB","","","","","","","5,02",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:36<br/>Авт. код: 5CK9TB","","","","","","","15,46",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:07<br/>Авт. код: 8FK4TB","","","","","","","9,04",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 08.05.2026 19:32<br/>Авт. код: 6NM31C<br/>Номер на у-во: V5411421","BGR SOFIYA LIDL BALGARIYA EOOD UL TODOR","","КАРТОВА ОПЕРАЦИЯ","","","","67,81",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 07.05.2026 09:02<br/>Авт. код: 7NE8N7<br/>Номер на у-во: 10101446","BGR SOFIA CBA EKO MARKET","","КАРТОВА ОПЕРАЦИЯ","","","","5,51",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 06.05.2026 13:16<br/>Авт. код: 1TV886<br/>Номер на у-во: 06030191","POL BALICE Lagardere Travel R KR3","","КАРТОВА ОПЕРАЦИЯ","","","","5,49",""
"Дата","Основание","Наредител/Получател","Номер сметка на наредителя / получателя","Вид на трансакцията","Свързваща референция","Валутен курс","Сума във валутата на превода","Дебит EUR","Кредит EUR"
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:46<br/>Авт. код: 36C1UB","","","","","","","5,02",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:36<br/>Авт. код: 5CK9TB","","","","","","","15,46",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:07<br/>Авт. код: 8FK4TB","","","","","","","9,04",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 08.05.2026 19:32<br/>Авт. код: 6NM31C<br/>Номер на у-во: V5411421","BGR SOFIYA LIDL BALGARIYA EOOD UL TODOR","","КАРТОВА ОПЕРАЦИЯ","","","","67,81",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 07.05.2026 09:02<br/>Авт. код: 7NE8N7<br/>Номер на у-во: 10101446","BGR SOFIA CBA EKO MARKET","","КАРТОВА ОПЕРАЦИЯ","","","","5,51",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 06.05.2026 13:16<br/>Авт. код: 1TV886<br/>Номер на у-во: 06030191","POL BALICE Lagardere Travel R KR3","","КАРТОВА ОПЕРАЦИЯ","","","","5,49",""
Design new payment-logge…, Editor Group 2
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Design new payment-logger and dsk-uploader hybrid app
Session history
New session
Message actions
payments.js
payments.js
ets create a new app that should be combination of payment-logger and dsk-uploader. It should have authorization via authentik (auth folder). All three folders (payment-logger, dsk-uploader and auth) are just refference these will be removed later. Auth project is separated it lives on its own. First reveiw them and see how these should be combined. It will be whole new app (also the folder name). Think very carefully of whatr these two apps do and how cold they be combined. THerer should be common db and uploader should store data the same way the /ingest does. It should be properly marked in UI if it is upload or ingest or both. FIrst think of tech stack and plan carefully.
Thinking
Thinking
I'll explore all three reference projects in parallel to understand their structure before planning.
Agent:
Explore payment-logger app structure and functionality
IN
Explore the /volume2/docker/finance/payments-logger directory thoroughly. I need to understand:
1. Tech stack (frontend framework, backend framework, database)
2. What the app does - its core purpose and features
3. Database schema - all tables, relationships
4. API routes - all endpoints, their purpose and request/response shapes
5. How data flows (ingest, storage, retrieval)
6. Any auth/middleware setup
7. Docker/deployment setup
8. Key files and their roles
Report with: directory structure, tech stack summary, database schema details, all API endpoints listed, UI features, and how data is ingested. Be thorough on the /ingest endpoint specifically.
Agent:
Explore dsk-uploader app structure and functionality
IN
Explore the /volume2/docker/finance/dsk-uploader directory thoroughly. I need to understand:
1. Tech stack (frontend framework, backend framework, database)
2. What the app does - its core purpose and features
3. Database schema - all tables, relationships
4. API routes - all endpoints, their purpose and request/response shapes
5. How file uploads work - what files, what format, how parsed
6. Any auth/middleware setup
7. Docker/deployment setup
8. Key files and their roles
Report with: directory structure, tech stack summary, database schema details, all API endpoints listed, UI features, how file upload parsing works, and what data is extracted from uploads. Be very thorough about the data model and what fields are stored.
Agent:
Explore auth folder and authentik integration
IN
Explore the /volume2/docker/finance/auth directory thoroughly. I need to understand:
1. What auth system is being used (Authentik)
2. How authentication/authorization is implemented - OAuth2, OIDC, session tokens, JWT?
3. Middleware - how is auth enforced on routes?
4. Any frontend auth flow - login redirect, token handling, protected routes
5. Environment variables related to auth
6. Docker/deployment setup for the auth service itself
7. Any example of how other apps integrate with this auth
Report with: directory structure, auth flow description, middleware code, environment variable names, and integration patterns. This is a reference for building auth into a new combined app.
Message actions
payments.js
payments.js
continue
Thinking
Thinking
Launching parallel exploration of all three reference projects.
Agent:
Explore payment-logger app structure
IN
Explore the /volume2/docker/finance/payments-logger directory thoroughly. I need to understand:
1. Full directory structure (tree)
2. Tech stack (frontend framework, backend framework, database, etc.)
3. What the app does - its core functionality
4. How data is ingested (look at /ingest route especially)
5. Database schema (what tables/collections exist)
6. API routes and their purposes
7. Frontend pages and components
8. Docker setup
9. Any auth/session handling
Please read key files: package.json files, main entry points, route files, database schema files, docker-compose.yml, and any frontend components. Be thorough - I need a complete picture to plan a new combined app.
Agent:
Explore dsk-uploader app structure
IN
Explore the /volume2/docker/finance/dsk-uploader directory thoroughly. I need to understand:
1. Full directory structure (tree)
2. Tech stack (frontend framework, backend framework, database, etc.)
3. What the app does - its core functionality
4. How file uploads work (what format, what processing happens)
5. Database schema (what tables/collections exist)
6. API routes and their purposes
7. Frontend pages and components
8. Docker setup
9. Any auth/session handling
Please read key files: package.json files, main entry points, route files, database schema files, docker-compose.yml, and any frontend components. Be thorough - I need a complete picture to plan a new combined app.
Agent:
Explore auth project structure
IN
Explore the /volume2/docker/finance/auth directory thoroughly. I need to understand:
1. Full directory structure (tree)
2. What authentication system is used (authentik integration details)
3. How OAuth/OIDC flow works
4. Any middleware or helper functions for protecting routes
5. Session management approach
6. How frontend handles auth state
7. Any example of how other apps integrate with this auth system
8. Docker setup and environment variables
Please read all files carefully - this auth system will be integrated into a new combined app. I need to understand exactly how to use it.
Thinking
Thinking
Now I have a complete picture of all three. Let me design the plan.
Agent:
Design combined app architecture
IN
Design a detailed implementation plan for a new combined web app that merges two existing applications. Here is full context:
---
## App 1: payments-logger (Node.js)
- **Purpose**: Ingest Bulgarian bank SMS → parse → store in PostgreSQL → review/tag/notify in React UI
- **Stack**: Node.js 20 + Express + Prisma 5 + PostgreSQL 16 + React 18 + Vite + Tailwind CSS
- **Auth**: Custom JWT (bcryptjs + jose), tokens in localStorage
- **Ingest**: POST /api/payments/ingest (public) — SMS text OR structured JSON (Apple Wallet)
- **Schema** (PostgreSQL via Prisma):
- `payments` table: id, raw_message, date, type (POS/ATM/INTERNET/ECOM/P2P/WALLET), card, recipient, amount, balance, status (UNPROCESSED/SENT/SKIPPED), notifyPhone, notifiedAt, created_at, updated_at
- `tags` table: id, name, color — M2M with payments via `_PaymentToTag`
- `users` table: id, username, hashed_password (this will be REMOVED)
- **UI**: Single-page React app — PaymentTable (sortable, filterable, taggable), FilterBar, status actions (send/skip), notification system
- **Parser** (backend/src/parser.js): Regex parser for Bulgarian DSK Bank SMS, extracts date/time (DD/MM/YYYY HH:MM), card mask, transaction type, recipient, amount, balance
## App 2: dsk-uploader (Python/Flask)
- **Purpose**: Upload DSK bank CSV exports → parse/normalize → upload to Notion database
- **Stack**: Python 3.11 + Flask + Pandas + Custom Notion SDK + Bootstrap 5
- **Auth**: None (open)
- **CSV format** (DSK Bank Bulgarian format, columns):
- `Дата` (date, DD.MM.YYYY)
- `Вид на трансакцията` (transaction type, Bulgarian)
- `Основание` (reason/description — contains card number regex: `^\d{6}x{6}\d{4}$`)
- `Дебит BGN` (debit amount, may be empty)
- `Кредит BGN` (credit amount, may be empty)
- `Наредител/Получател` (orderer/recipient name)
- `Номер сметка на наредителя / получателя` (account number)
- **Processing**: merge multiple CSVs, normalize dates, extract card numbers from reason via regex, auto-generate tags (keyword heuristics: ЗАПЛАТА→Salary, NETFLIX→Subscriptions, etc.), filter internal transfers
- **Output**: Notion database pages (this will be REPLACED with local PostgreSQL)
## App 3: auth (Authentik)
- **Mode**: Proxy mode via NPM (forward auth)
- **How it works**: NPM intercepts all requests, calls Authentik outpost's auth endpoint. On success, NPM injects headers into proxied request:
- `X-authentik-username`
- `X-authentik-email`
- `X-authentik-groups`
- **No code integration needed** in the app itself — just trust these headers from NPM
- **Logout**: Redirect user to `/outpost.goauthentik.io/sign_out`
---
## What the New Combined App Must Do
1. **Single PostgreSQL database** for all transactions
2. **SMS Ingest** (public endpoint) — same as payments-logger /ingest, source=INGEST
3. **CSV Upload** (authenticated) — parse DSK CSV files, store transactions with source=UPLOAD into the same DB schema
4. **Unified UI** — show all payments in one table regardless of source
5. **Source indicator** in UI — badge showing "INGEST", "UPLOAD", or "BOTH" (if duplicate detection added)
6. **Source filter** in FilterBar — filter by All/Ingest/Upload
7. **Authentik auth** — remove custom JWT entirely; trust X-authentik-* headers from NPM
8. **All existing payments-logger features**: tagging, send notification, skip, status tracking, filters, sorting, pagination
9. **Remove Notion dependency entirely** — all data stays in local PostgreSQL
---
## Technical Constraints
- Keep Node.js backend (not Python) — extend payments-logger's stack
- CSV parsing: use `csv-parse` npm package (handles encoding, streaming)
- File upload: use `multer` npm middleware
- Auth middleware: read X-authentik-username header, 401 if missing (but /api/payments/ingest stays public)
- Add `source` enum field (INGEST/UPLOAD) to payments schema
- Add `currency` field (EUR for SMS ingest, BGN for CSV uploads) — or just store as-is
- Remove `users` table from schema
---
## Please Design
1. Complete folder structure for the new app (suggest name: "finance-hub" or similar — note this is a placeholder, user will confirm)
2. Prisma schema with new fields (`source`, `currency`)
3. All backend API routes
4. CSV parser design in Node.js (port of the Python logic)
5. Authentik auth middleware
6. Frontend component structure (React) — what's reused from payments-logger, what's new
7. Docker Compose setup
8. Environment variables needed
9. Step-by-step implementation order
10. Verification checklist
Be specific about file paths and code structure. This will be used to write actual implementation code.
Thinking
Thinking
Good plan. Let me ask the one thing I need before writing the final plan.
AskUserQuestion
OUT
User has answered your questions: "What should the new combined app be called? This will be the folder name under /volume2/docker/finance/ and the app branding."="finance-hub". You can now continue with the user's answers in mind.
Thinking
Thinking
Writing the final plan now.
Thinking
Thinking
Write
ets-create-a-new-generic-sun.md
ets-create-a-new-generic-sun.md
326 lines
# finance-hub — Implementation Plan
## Context
Two separate finance apps exist as references and will be retired:
- **payments-logger** (Node.js/React): Ingests Bulgarian bank SMS notifications, stores payments in PostgreSQL, provides a review/tag/notify UI.
- **dsk-uploader** (Python/Flask): Uploads DSK bank CSV exports, parses them, sends to Notion.
The new app **finance-hub** (`/volume2/docker/finance/finance-hub/`) replaces both with a single unified system: all transactions (SMS-ingested and CSV-uploaded) land in one PostgreSQL database and one React UI. Authentication is delegated entirely to Authentik (proxy mode via NPM — no custom JWT).
---
## Tech Stack
| Layer | Choice | Rationale |
|-------|--------|-----------|
| Backend | Node.js 20 + Express + Prisma 5 | Extends payments-logger; no Python needed |
| CSV parsing | `csv-parse` + `iconv-lite` | Handles Bulgarian cp1251 encoding, RFC4180 quoted fields |
| File upload | `multer` (memory storage) | Bank CSVs are small (<500 KB), no disk cleanup needed |
| Database | PostgreSQL 16 | Same as payments-logger |
| Frontend | React 18 + Vite + Tailwind CSS + Lucide React | Same as payments-logger |
| Auth | Authentik proxy via NPM headers | No custom JWT; removes users table entirely |
| Container | Docker Compose | Same pattern as both reference apps |
**Removed vs payments-logger:** `bcryptjs`, `jose`, `users` table, login form, JWT storage.
**Removed vs dsk-uploader:** Python/Flask, Pandas, Notion SDK, all Notion references.
**Added:** `csv-parse`, `iconv-lite`, `multer`, `source` + `currency` fields, `UploadPanel` component.
---
## Folder Structure
```
/volume2/docker/finance/finance-hub/
├── docker-compose.yml
├── .env
├── .env.example
├── .gitignore
├── backend/
│ ├── Dockerfile
│ ├── package.json
│ ├── prisma/
│ │ ├── schema.prisma
│ │ └── migrations/
│ │ ├── migration_lock.toml
│ │ └── 20260508_init/
│ │ └── migration.sql
│ └── src/
│ ├── index.js ← entry point (Authentik middleware wired here)
│ ├── auth.js ← Authentik header middleware (replaces JWT auth)
│ ├── parser.js ← SMS parser (copy verbatim from payments-logger)
│ ├── csvParser.js ← NEW: DSK CSV parser (port of Python dskuploader.py)
│ └── routes/
│ ├── payments.js ← existing routes + source/currency additions
│ └── upload.js ← NEW: POST /api/upload/csv
└── frontend/
├── Dockerfile
├── package.json
├── vite.config.js
├── tailwind.config.js
├── postcss.config.js
├── index.html
└── src/
├── main.jsx ← remove AuthProvider wrapper
├── index.css
├── App.jsx ← remove auth state, add Upload tab toggle
└── components/
├── FilterBar.jsx ← add source filter select
├── PaymentTable.jsx ← add Source badge column + currency display
├── PaymentCard.jsx ← minor source badge addition
├── PaymentList.jsx ← unchanged
└── UploadPanel.jsx ← NEW: drag-and-drop CSV upload UI
```
---
## Database Schema (Prisma)
File: `backend/prisma/schema.prisma`
```prisma
generator client {
provider = "prisma-client-js"
}
datasource db {
provider = "postgresql"
url = env("DATABASE_URL")
}
model Payment {
id Int @id @default(autoincrement())
rawMessage String @map("raw_message")
date DateTime?
type String?
card String?
recipient String?
amount Float?
currency String? @default("EUR")
balance Float?
source Source @default(INGEST)
status Status @default(UNPROCESSED)
tags Tag[]
notifiedAt DateTime? @map("notified_at")
notifyPhone String? @map("notify_phone")
debitBgn Float? @map("debit_bgn")
creditBgn Float? @map("credit_bgn")
transactionType String? @map("transaction_type")
payerAccount String? @map("payer_account")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @updatedAt @map("updated_at")
@@map("payments")
}
model Tag {
id Int @id @default(autoincrement())
name String @unique
color String @default("#6b7280")
payments Payment[]
@@map("tags")
}
enum Status { UNPROCESSED SENT SKIPPED }
enum Source { INGEST UPLOAD }
```
**Key decisions:**
- No `User` model — Authentik owns identity.
- `currency`: `EUR` for SMS ingest, `BGN` for CSV uploads.
- `debitBgn`, `creditBgn`, `transactionType`, `payerAccount`: nullable CSV-only columns; INGEST rows store nulls. Avoids a union query for the unified list view.
- `balance` is always null for CSV rows (DSK export does not include running balance).
- Fresh consolidated migration — no data migration from reference apps required.
---
## API Routes
| Method | Path | Auth | Description |
|--------|------|------|-------------|
| GET | /api/health | public | Health check |
| POST | /api/payments/ingest | public | SMS or structured ingest (source=INGEST) |
| GET | /api/payments | required | List with filters/sort/pagination (+ source filter) |
| GET | /api/payments/meta/tags | required | All tags |
| GET | /api/payments/meta/filters | required | Filter options incl. `sources` array |
| GET | /api/payments/:id | required | Single payment |
| PATCH | /api/payments/:id | required | Update status |
| DELETE | /api/payments/:id | required | Delete |
| POST | /api/payments/:id/send | required | Send notification |
| POST | /api/payments/:id/skip | required | Skip |
| POST | /api/payments/:id/tags | required | Add/upsert tag |
| DELETE | /api/payments/:id/tags/:tagId | required | Remove tag |
| POST | /api/upload/csv | required | DSK CSV file upload (source=UPLOAD) |
---
## Key Implementation Details
### auth.js (replaces entire old auth module)
```js
const PUBLIC_PATHS = new Set(['/api/health', '/api/payments/ingest']);
function authentikMiddleware(req, res, next) {
if (PUBLIC_PATHS.has(req.path)) return next();
const username = req.headers['x-authentik-username'];
if (!username) return res.status(401).json({ error: 'Unauthorized' });
req.user = {
username,
email: req.headers['x-authentik-email'] || null,
groups: (req.headers['x-authentik-groups'] || '').split(',').map(g => g.trim()).filter(Boolean),
};
next();
}
module.exports = { authentikMiddleware };
```
### csvParser.js (port of dskuploader.py)
- `iconv-lite` decodes buffer as cp1251 (DSK Bank export encoding), falls back to UTF-8
- `csv-parse` parses the decoded text with `columns: true`
- Columns: `Дата`, `Вид на трансакцията`, `Основание`, `Дебит BGN`, `Кредит BGN`, `Наредител/Получател`, `Номер сметка на наредителя / получателя`
- Card extraction: regex `/^\d{6}x{6}\d{4}$/` on first token of `Основание`
- Skips rows where `Вид на трансакцията === 'ТРАНСФЕР СОБСТВЕНИ СМЕТКИ'`
- Auto-tags via keyword rules (ЗАПЛАТА→Salary, LIDL→Groceries, NETFLIX→Subscriptions, etc.) — same logic as Python `generate_tags()`
- Returns `{ rows: PaymentData[], skipped: number, errors: string[] }`
### payments.js changes from payments-logger
1. Add `source: 'INGEST'` and `currency` to the `/ingest` create call
2. Add `source` to the `GET /` where clause filter
3. Add `sources` to `meta/filters` response
4. Currency-aware amount formatting in notification message
5. Remove all JWT/auth references (no `/auth/register`, `/auth/login`)
### upload.js (new)
- `multer` memory storage, max 10 files × 10 MB
- Calls `parseDskCsv(buffer)` per file
- Upserts tags via `prisma.tag.upsert` then connects
- Returns `{ imported, skipped, errors, payments[] }`
### Frontend changes
- **Delete**: `auth.js`, `AuthProvider.jsx`
- **main.jsx**: Remove `<AuthProvider>` wrapper
- **App.jsx**: Replace `authFetch` with plain `fetch` (Authentik session cookie travels automatically); logout → `window.location.href = '/outpost.goauthentik.io/sign_out'`; add "Payments" / "Upload CSV" tab toggle
- **FilterBar.jsx**: Add source `<select>` (All / SMS Ingest / CSV Upload); widen grid to 5 cols
- **PaymentTable.jsx**: Add `Source` column with `SMS` (indigo) / `CSV` (emerald) badge; show `${amount} ${currency}` in amount cell
- **UploadPanel.jsx** (new): Drag-and-drop zone + file list + import button + result summary with error accordion; calls `POST /api/upload/csv` with `FormData`
---
## Docker Compose
```yaml
services:
db:
image: postgres:16-alpine
environment: { POSTGRES_USER: finance, POSTGRES_PASSWORD: [PASSWORD] POSTGRES_DB: finance_hub }
volumes: [pgdata:/var/lib/postgresql/data]
healthcheck: { test: pg_isready -U finance -d finance_hub, interval: 5s }
backend:
build: ./backend
environment:
DATABASE_URL: [CONNECTION_STRING]
PORT: "3001"
NOTIFIER_URL: ${NOTIFIER_URL}
NOTIFIER_CHANNEL: ${NOTIFIER_CHANNEL:-viber}
NOTIFY_DEFAULT_PHONE: ${NOTIFY_DEFAULT_PHONE}
TZ: ${TZ:-Europe/Sofia}
ports: ["${BACKEND_PORT:-3001}:3001"]
depends_on: { db: { condition: service_healthy } }
frontend:
build: ./frontend
ports: ["${FRONTEND_PORT:-5175}:5173"]
depends_on: [backend]
volumes: { pgdata: }
```
**NPM setup:** Frontend port proxied through Authentik forward auth. Backend port exposed separately (unprotected) so the public `/api/payments/ingest` remains reachable by iOS Shortcuts / SMS gateways without login.
---
## Environment Variables (.env)
```bash
[ENV_SECRET]
NOTIFIER_URL=[URL_WITH_CREDENTIALS] @default(autoincrement())
rawMessage String @map("raw_message")
date DateTime?
type String?
card String?
recipient String?
amount Float?
currency String? @default("EUR")
balance Float?
source Source @default(INGEST)
status Status @default(UNPROCESSED)
tags Tag[]
notifiedAt DateTime? @map("notified_at")
notifyPhone String? @map("notify_phone")
debitBgn Float? @map("debit_bgn")
creditBgn Float? @map("credit_bgn")
transactionType String? @map("transaction_type")
payerAccount String? @map("payer_account")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @updatedAt @map("updated_at")
@@map("payments")
}
model Tag {
id Int @id @default(autoincrement())
name String @unique
color String @default("#6b7280")
payments Payment[]
@@map("tags")
}
enum Status {
UNPROCESSED
SENT
SKIPPED
}
enum Source {
INGEST
UPLOAD
}
Write
migration.sql
migration.sql
55 lines
-- CreateEnum
CREATE TYPE "Status" AS ENUM ('UNPROCESSED', 'SENT', 'SKIPPED');
CREATE TYPE "Source" AS ENUM ('INGEST', 'UPLOAD');
-- CreateTable
CREATE TABLE "payments" (
"id" SERIAL PRIMARY KEY,
"raw_message" TEXT NOT NULL,
"date" TIMESTAMP(3),
"type" TEXT,
"card" TEXT,
"recipient" TEXT,
"amount" DOUBLE PRECISION,
"currency" TEXT DEFAULT 'EUR',
"balance" DOUBLE PRECISION,
"source" "Source" NOT NULL DEFAULT 'INGEST',
"status" "Status" NOT NULL DEFAULT 'UNPROCESSED',
"notified_at" TIMESTAMP(3),
"notify_phone" TEXT,
"debit_bgn" DOUBLE PRECISION,
"credit_bgn" DOUBLE PRECISION,
"transaction_type" TEXT,
"payer_account" TEXT,
"created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP
);
-- CreateTable
CREATE TABLE "tags" (
"id" SERIAL PRIMARY KEY,
"name" TEXT NOT NULL,
"color" TEXT NOT NULL DEFAULT '#6b7280'
);
-- CreateUniqueIndex
CREATE UNIQUE INDEX "tags_name_key" ON "tags"("name");
-- CreateTable (M2M join)
CREATE TABLE "_PaymentToTag" (
"A" INTEGER NOT NULL,
"B" INTEGER NOT NULL,
CONSTRAINT "_PaymentToTag_AB_pkey" PRIMARY KEY ("A", "B")
);
CREATE INDEX "_PaymentToTag_B_index" ON "_PaymentToTag"("B");
-- AddForeignKey
ALTER TABLE "_PaymentToTag"
ADD CONSTRAINT "_PaymentToTag_A_fkey"
FOREIGN KEY ("A") REFERENCES "payments"("id") ON DELETE CASCADE ON UPDATE CASCADE;
ALTER TABLE "_PaymentToTag"
ADD CONSTRAINT "_PaymentToTag_B_fkey"
FOREIGN KEY ("B") REFERENCES "tags"("id") ON DELETE CASCADE ON UPDATE CASCADE;
Write
migration_lock.toml
migration_lock.toml
4 lines
# Please do not edit this file manually
# It should be added in your version-control system (e.g., Git)
provider = "postgresql"
Update Todos
Create folder structure and root config files
Write backend Prisma schema and migration
Write backend package.json and Dockerfile
Write backend src files (auth, parser, csvParser, index)
Write backend routes (payments.js, upload.js)
Write frontend config files
Write frontend React components
Build and verify with docker compose
Write
package.json
package.json
26 lines
{
"name": "finance-hub-backend",
"version": "1.0.0",
"main": "src/index.js",
"scripts": {
"start": "node src/index.js",
"dev": "nodemon src/index.js",
"prisma:generate": "prisma generate",
"prisma:migrate": "prisma migrate deploy"
},
"dependencies": {
"@prisma/client": "^5.22.0",
"cors": "^2.8.5",
"csv-parse": "^5.5.6",
"express": "^4.21.1",
"express-rate-limit": "^7.4.0",
"iconv-lite": "^0.6.3",
"morgan": "^1.10.0",
"multer": "^1.4.5-lts.1"
},
"devDependencies": {
"nodemon": "^3.1.7",
"prisma": "^5.22.0"
}
}
Write
Dockerfile
Dockerfile
18 lines
FROM node:20-alpine
RUN apk add --no-cache openssl
WORKDIR /app
COPY package.json package-lock.json* ./
RUN npm install
COPY prisma ./prisma
RUN npx prisma generate
COPY src ./src
EXPOSE 3001
CMD ["sh", "-c", "npx prisma migrate deploy && node src/index.js"]
Update Todos
Create folder structure and root config files
Write backend Prisma schema and migration
Write backend package.json and Dockerfile
Write backend src files (auth, parser, csvParser, index)
Write backend routes (payments.js, upload.js)
Write frontend config files
Write frontend React components
Build and verify with docker compose
Write
auth.js
auth.js
27 lines
const PUBLIC_PATHS = new Set([
'/api/health',
'/api/payments/ingest',
]);
function authentikMiddleware(req, res, next) {
if (PUBLIC_PATHS.has(req.path)) return next();
const username = req.headers['x-authentik-username'];
if (!username) {
return res.status(401).json({ error: 'Unauthorized — missing Authentik session' });
}
req.user = {
username,
email: req.headers['x-authentik-email'] || null,
groups: (req.headers['x-authentik-groups'] || '')
.split(',')
.map(g => g.trim())
.filter(Boolean),
};
next();
}
module.exports = { authentikMiddleware };
Write
parser.js
parser.js
104 lines
/**
* Parses SMS payment messages from Bulgarian banks (DSK Bank, etc.)
*
* Supported formats:
*
* POS / INTERNET / ECOM / P2P payment:
* DSK Bank. Na DD/MM/YYYY v HH:MM sa plateni AMOUNT CURRENCY s karta CARD na POS s adres: RECIPIENT. Nalichni: BALANCE CURRENCY.
*
* ATM withdrawal:
* DSK Bank. Na DD/MM/YYYY v HH:MM sa iztegleni AMOUNT CURRENCY s karta CARD ot ATM s adres: RECIPIENT. Nalichni: BALANCE CURRENCY.
*
* ATM utility payment (amount may include fee as AMOUNT/FEE):
* DSK Bank. Na DD/MM/YYYY v HH:MM sa plateni AMOUNT CURRENCY/FEE CURRENCY s karta CARD na ATM s adres:RECIPIENT. Nalichni: BALANCE CURRENCY.
*/
const LOCAL_TZ = process.env.TZ || 'Europe/Sofia';
/**
* Convert a local-timezone date/time to a UTC Date object.
* Uses Intl to resolve the actual UTC offset (DST-aware).
*/
function localToUtc(year, month, day, hour, minute) {
const naive = new Date(Date.UTC(year, month - 1, day, hour, minute, 0));
const formatter = new Intl.DateTimeFormat('en-US', {
timeZone: LOCAL_TZ,
year: 'numeric', month: '2-digit', day: '2-digit',
hour: '2-digit', minute: '2-digit', second: '2-digit',
hour12: false,
});
const parts = {};
formatter.formatToParts(naive).forEach(p => { parts[p.type] = p.value; });
const localAtNaive = new Date(Date.UTC(
parseInt(parts.year), parseInt(parts.month) - 1, parseInt(parts.day),
parseInt(parts.hour) % 24, parseInt(parts.minute), parseInt(parts.second),
));
const offsetMs = localAtNaive.getTime() - naive.getTime();
return new Date(Date.UTC(year, month - 1, day, hour, minute, 0) - offsetMs);
}
function parsePaymentSms(message) {
const result = {
rawMessage: message,
date: null,
type: null,
card: null,
recipient: null,
amount: null,
balance: null,
};
// Date and time: "Na DD/MM/YYYY v HH:MM"
const dateMatch = message.match(/Na (\d{2})\/(\d{2})\/(\d{4}) v (\d{2}):(\d{2})/i);
if (dateMatch) {
const [, day, month, year, hour, minute] = dateMatch;
result.date = localToUtc(
parseInt(year), parseInt(month), parseInt(day),
parseInt(hour), parseInt(minute),
);
}
// Card mask: "s karta 400915***4447" or "s karta 483890***7162"
const cardMatch = message.match(/s karta\s+([\d*]+)/i);
if (cardMatch) {
result.card = cardMatch[1];
}
// Transaction type: supports both prepositions
// "na POS" / "na ATM" / "na INTERNET" etc. (payment)
// "ot ATM" (withdrawal)
const typeMatch = message.match(/(?:na|ot)\s+(POS|ATM|INTERNET|ECOM|P2P)\b/i);
if (typeMatch) {
result.type = typeMatch[1].toUpperCase();
}
// Recipient address: "s adres: MERCHANT" or "s adres:MERCHANT" (no space variant)
const recipientMatch = message.match(/s adres:\s*([^.]+)\./i);
if (recipientMatch) {
result.recipient = recipientMatch[1].trim();
}
// Amount: handles both verbs and the AMOUNT/FEE suffix format
// "sa plateni 7.78 EUR"
// "sa iztegleni 400.00 EUR"
// "sa plateni 0.50 EUR/0.50 EUR" → captures 0.50 (the charged amount, ignoring fee)
const amountMatch = message.match(/sa (?:plateni|iztegleni)\s+([\d.,]+)\s+[A-Z]{3}/i);
if (amountMatch) {
result.amount = parseFloat(amountMatch[1].replace(',', '.'));
}
// Balance: "Nalichni: 2583.07 EUR."
const balanceMatch = message.match(/Nalichni:\s*([\d.,]+)\s+[A-Z]{3}/i);
if (balanceMatch) {
result.balance = parseFloat(balanceMatch[1].replace(',', '.'));
}
return result;
}
module.exports = { parsePaymentSms };
Write
csvParser.js
csvParser.js
175 lines
/**
* DSK Bank CSV parser — Node.js port of dskuploader.py
*
* DSK Bank exports use Windows-1251 (cp1251) encoding.
* Each row maps to a Payment record with source=UPLOAD, currency=BGN.
*/
const { parse } = require('csv-parse');
const iconv = require('iconv-lite');
const SKIP_TYPE = 'ТРАНСФЕР СОБСТВЕНИ СМЕТКИ';
const CARD_REGEX = /^\d{6}x{6}\d{4}$/;
const POS_REGEX = /^\s*ПЛАЩАНЕ\s+НА\s+ПОС\s+\d{2}\.\d{2}\.\d{4}\s+\d{2}:\d{2}/;
const COL = {
DATE: 'Дата',
TYPE: 'Вид на трансакцията',
REASON: 'Основание',
DEBIT: 'Дебит BGN',
CREDIT: 'Кредит BGN',
PAYEE: 'Наредител/Получател',
ACCT: 'Номер сметка на наредителя / получателя',
};
const TAG_RULES = [
['reason', 'ЗАПЛАТА', 'Salary'],
['reason', 'ТЕГЛЕНЕ НА ATM', 'ATM'],
['reason', 'ПЛАЩАНЕ ПО ЗАЕМ', 'Home Credit'],
['reason', 'АВТ.ТАКСА ОБСЛУЖВАНЕ', 'Bills'],
['transactionType', 'КОМУНАЛНИ УСЛУГИ', 'Bills'],
['payee', 'VIVACOM', 'Subscriptions'],
['payee', 'Google', 'Subscriptions'],
['payee', 'SkyShowtime', 'Subscriptions'],
['payee', 'NETFLIX', 'Subscriptions'],
['payee', 'LUKOIL', 'Bills'],
['payee', 'CityGate', 'Bills'],
['payee', 'CBA', 'Groceries'],
['payee', 'FANTASTICO', 'Groceries'],
['payee', 'LIDL', 'Groceries'],
];
function parseNum(val) {
if (val == null || val === '') return null;
if (typeof val === 'number') return isNaN(val) ? null : val;
const s = String(val).trim().replace(/\xa0/g, '').replace(/ /g, '').replace(',', '.');
const n = parseFloat(s);
return isNaN(n) ? null : n;
}
function parseDate(val) {
if (!val) return null;
const s = String(val).trim();
const m = s.match(/^(\d{2})\.(\d{2})\.(\d{4})$/);
if (m) {
return new Date(Date.UTC(parseInt(m[3]), parseInt(m[2]) - 1, parseInt(m[1])));
}
return null;
}
function processReasonAndCard(reason) {
if (!reason || typeof reason !== 'string') return { reason: '', card: null };
const parts = reason.trim().split(' ');
let card = null;
let cleanReason = reason.trim();
if (parts[0] && CARD_REGEX.test(parts[0])) {
card = parts[0];
cleanReason = parts.slice(1).join(' ').trim();
}
if (POS_REGEX.test(cleanReason)) {
const posParts = cleanReason.split('<br/>');
try {
const dateTime = posParts[0].split('ПОС ')[1];
cleanReason = `POS PAYMENT ${dateTime}`;
} catch (_) { /* keep original */ }
}
return { reason: cleanReason.replace(/\s+/g, ' ').trim(), card };
}
function generateTags(fields) {
const tags = new Set();
for (const [field, keyword, tagName] of TAG_RULES) {
if ((fields[field] || '').includes(keyword)) {
tags.add(tagName);
}
}
return Array.from(tags);
}
function processRow(row) {
const transactionType = (row[COL.TYPE] || '').trim();
if (transactionType === SKIP_TYPE) return null;
const { reason, card } = processReasonAndCard(row[COL.REASON]);
const payee = (row[COL.PAYEE] || '').trim();
const payerAccount = (row[COL.ACCT] || '').trim();
const debitBgn = parseNum(row[COL.DEBIT]);
const creditBgn = parseNum(row[COL.CREDIT]);
const date = parseDate(row[COL.DATE]);
const autoTags = generateTags({ reason, transactionType, payee, debitBgn, creditBgn });
const amount = debitBgn ?? creditBgn ?? null;
const rawMessage = [
row[COL.DATE] && `Date: ${row[COL.DATE]}`,
transactionType && `Type: ${transactionType}`,
payee && `Payee: ${payee}`,
debitBgn != null && `Debit: ${debitBgn} BGN`,
creditBgn != null && `Credit: ${creditBgn} BGN`,
].filter(Boolean).join(' | ');
return {
rawMessage,
date,
type: null,
card,
recipient: payee || null,
amount,
currency: 'BGN',
balance: null,
source: 'UPLOAD',
debitBgn,
creditBgn,
transactionType: transactionType || null,
payerAccount: payerAccount || null,
autoTags,
};
}
/**
* Parse a Buffer containing a DSK Bank CSV (cp1251 or UTF-8).
* Returns { rows, skipped, errors }.
*/
async function parseDskCsv(buffer) {
// Try cp1251 first (DSK Bank export encoding), fall back to UTF-8
let text = iconv.decode(buffer, 'cp1251');
if (!text.includes(COL.DATE)) {
text = buffer.toString('utf-8');
}
return new Promise((resolve, reject) => {
const rows = [];
const errors = [];
let skipped = 0;
const parser = parse(text, {
columns: true,
skip_empty_lines: true,
trim: true,
relax_column_count: true,
});
parser.on('readable', () => {
let record;
while ((record = parser.read()) !== null) {
try {
const row = processRow(record);
if (row === null) { skipped++; } else { rows.push(row); }
} catch (err) {
errors.push(err.message);
}
}
});
parser.on('error', reject);
parser.on('end', () => resolve({ rows, skipped, errors }));
});
}
module.exports = { parseDskCsv };
Write
index.js
index.js
39 lines
const express = require('express');
const cors = require('cors');
const morgan = require('morgan');
const rateLimit = require('express-rate-limit');
const { authentikMiddleware } = require('./auth');
const paymentsRouter = require('./routes/payments');
const uploadRouter = require('./routes/upload');
const app = expr...
|
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1","depth":16,"on_screen":true,"role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Info: Setting up SSH Host nas: Setting up SSH tunnel","depth":12,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Design new payment-logger and dsk-uploader hybrid app","depth":19,"on_screen":true,"role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXButton","text":"Session history","depth":19,"on_screen":true,"help_text":"Session history","role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXButton","text":"New session","depth":19,"on_screen":true,"help_text":"New session","role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXButton","text":"Message actions","depth":24,"on_screen":false,"role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXButton","text":"payments.js","depth":23,"on_screen":false,"role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"payments.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"ets create a new app that should be combination of payment-logger and dsk-uploader. It should have authorization via authentik (auth folder). All three folders (payment-logger, dsk-uploader and auth) are just refference these will be removed later. Auth project is separated it lives on its own. First reveiw them and see how these should be combined. It will be whole new app (also the folder name). Think very carefully of whatr these two apps do and how cold they be combined. THerer should be common db and uploader should store data the same way the /ingest does. It should be properly marked in UI if it is upload or ingest or both. FIrst think of tech stack and plan carefully.","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"I'll explore all three reference projects in parallel to understand their structure before planning.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Agent:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore payment-logger app structure and functionality","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore the /volume2/docker/finance/payments-logger directory thoroughly. I need to understand:\n1. Tech stack (frontend framework, backend framework, database)\n2. What the app does - its core purpose and features\n3. Database schema - all tables, relationships\n4. API routes - all endpoints, their purpose and request/response shapes\n5. How data flows (ingest, storage, retrieval)\n6. Any auth/middleware setup\n7. Docker/deployment setup\n8. Key files and their roles\n\nReport with: directory structure, tech stack summary, database schema details, all API endpoints listed, UI features, and how data is ingested. Be thorough on the /ingest endpoint specifically.","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Agent:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore dsk-uploader app structure and functionality","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore the /volume2/docker/finance/dsk-uploader directory thoroughly. I need to understand:\n1. Tech stack (frontend framework, backend framework, database)\n2. What the app does - its core purpose and features\n3. Database schema - all tables, relationships\n4. API routes - all endpoints, their purpose and request/response shapes\n5. How file uploads work - what files, what format, how parsed\n6. Any auth/middleware setup\n7. Docker/deployment setup\n8. Key files and their roles\n\nReport with: directory structure, tech stack summary, database schema details, all API endpoints listed, UI features, how file upload parsing works, and what data is extracted from uploads. Be very thorough about the data model and what fields are stored.","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Agent:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore auth folder and authentik integration","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore the /volume2/docker/finance/auth directory thoroughly. I need to understand:\n1. What auth system is being used (Authentik)\n2. How authentication/authorization is implemented - OAuth2, OIDC, session tokens, JWT?\n3. Middleware - how is auth enforced on routes?\n4. Any frontend auth flow - login redirect, token handling, protected routes\n5. Environment variables related to auth\n6. Docker/deployment setup for the auth service itself\n7. Any example of how other apps integrate with this auth\n\nReport with: directory structure, auth flow description, middleware code, environment variable names, and integration patterns. This is a reference for building auth into a new combined app.","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Message actions","depth":24,"on_screen":false,"role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXButton","text":"payments.js","depth":23,"on_screen":false,"role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"payments.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"continue","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Launching parallel exploration of all three reference projects.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Agent:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore payment-logger app structure","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore the /volume2/docker/finance/payments-logger directory thoroughly. I need to understand:\n1. Full directory structure (tree)\n2. Tech stack (frontend framework, backend framework, database, etc.)\n3. What the app does - its core functionality\n4. How data is ingested (look at /ingest route especially)\n5. Database schema (what tables/collections exist)\n6. API routes and their purposes\n7. Frontend pages and components\n8. Docker setup\n9. Any auth/session handling\n\nPlease read key files: package.json files, main entry points, route files, database schema files, docker-compose.yml, and any frontend components. Be thorough - I need a complete picture to plan a new combined app.","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Agent:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore dsk-uploader app structure","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore the /volume2/docker/finance/dsk-uploader directory thoroughly. I need to understand:\n1. Full directory structure (tree)\n2. Tech stack (frontend framework, backend framework, database, etc.)\n3. What the app does - its core functionality\n4. How file uploads work (what format, what processing happens)\n5. Database schema (what tables/collections exist)\n6. API routes and their purposes\n7. Frontend pages and components\n8. Docker setup\n9. Any auth/session handling\n\nPlease read key files: package.json files, main entry points, route files, database schema files, docker-compose.yml, and any frontend components. Be thorough - I need a complete picture to plan a new combined app.","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Agent:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore auth project structure","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore the /volume2/docker/finance/auth directory thoroughly. I need to understand:\n1. Full directory structure (tree)\n2. What authentication system is used (authentik integration details)\n3. How OAuth/OIDC flow works\n4. Any middleware or helper functions for protecting routes\n5. Session management approach\n6. How frontend handles auth state\n7. Any example of how other apps integrate with this auth system\n8. Docker setup and environment variables\n\nPlease read all files carefully - this auth system will be integrated into a new combined app. I need to understand exactly how to use it.","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Now I have a complete picture of all three. Let me design the plan.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Agent:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Design combined app architecture","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Design a detailed implementation plan for a new combined web app that merges two existing applications. Here is full context:\n\n---\n\n## App 1: payments-logger (Node.js)\n- **Purpose**: Ingest Bulgarian bank SMS → parse → store in PostgreSQL → review/tag/notify in React UI\n- **Stack**: Node.js 20 + Express + Prisma 5 + PostgreSQL 16 + React 18 + Vite + Tailwind CSS\n- **Auth**: Custom JWT (bcryptjs + jose), tokens in localStorage\n- **Ingest**: POST /api/payments/ingest (public) — SMS text OR structured JSON (Apple Wallet)\n- **Schema** (PostgreSQL via Prisma):\n - `payments` table: id, raw_message, date, type (POS/ATM/INTERNET/ECOM/P2P/WALLET), card, recipient, amount, balance, status (UNPROCESSED/SENT/SKIPPED), notifyPhone, notifiedAt, created_at, updated_at\n - `tags` table: id, name, color — M2M with payments via `_PaymentToTag`\n - `users` table: id, username, hashed_password (this will be REMOVED)\n- **UI**: Single-page React app — PaymentTable (sortable, filterable, taggable), FilterBar, status actions (send/skip), notification system\n- **Parser** (backend/src/parser.js): Regex parser for Bulgarian DSK Bank SMS, extracts date/time (DD/MM/YYYY HH:MM), card mask, transaction type, recipient, amount, balance\n\n## App 2: dsk-uploader (Python/Flask)\n- **Purpose**: Upload DSK bank CSV exports → parse/normalize → upload to Notion database\n- **Stack**: Python 3.11 + Flask + Pandas + Custom Notion SDK + Bootstrap 5\n- **Auth**: None (open)\n- **CSV format** (DSK Bank Bulgarian format, columns):\n - `Дата` (date, DD.MM.YYYY)\n - `Вид на трансакцията` (transaction type, Bulgarian)\n - `Основание` (reason/description — contains card number regex: `^\\d{6}x{6}\\d{4}$`)\n - `Дебит BGN` (debit amount, may be empty)\n - `Кредит BGN` (credit amount, may be empty)\n - `Наредител/Получател` (orderer/recipient name)\n - `Номер сметка на наредителя / получателя` (account number)\n- **Processing**: merge multiple CSVs, normalize dates, extract card numbers from reason via regex, auto-generate tags (keyword heuristics: ЗАПЛАТА→Salary, NETFLIX→Subscriptions, etc.), filter internal transfers\n- **Output**: Notion database pages (this will be REPLACED with local PostgreSQL)\n\n## App 3: auth (Authentik)\n- **Mode**: Proxy mode via NPM (forward auth)\n- **How it works**: NPM intercepts all requests, calls Authentik outpost's auth endpoint. On success, NPM injects headers into proxied request:\n - `X-authentik-username` \n - `X-authentik-email`\n - `X-authentik-groups`\n- **No code integration needed** in the app itself — just trust these headers from NPM\n- **Logout**: Redirect user to `/outpost.goauthentik.io/sign_out`\n\n---\n\n## What the New Combined App Must Do\n\n1. **Single PostgreSQL database** for all transactions\n2. **SMS Ingest** (public endpoint) — same as payments-logger /ingest, source=INGEST\n3. **CSV Upload** (authenticated) — parse DSK CSV files, store transactions with source=UPLOAD into the same DB schema\n4. **Unified UI** — show all payments in one table regardless of source\n5. **Source indicator** in UI — badge showing \"INGEST\", \"UPLOAD\", or \"BOTH\" (if duplicate detection added)\n6. **Source filter** in FilterBar — filter by All/Ingest/Upload\n7. **Authentik auth** — remove custom JWT entirely; trust X-authentik-* headers from NPM\n8. **All existing payments-logger features**: tagging, send notification, skip, status tracking, filters, sorting, pagination\n9. **Remove Notion dependency entirely** — all data stays in local PostgreSQL\n\n---\n\n## Technical Constraints\n\n- Keep Node.js backend (not Python) — extend payments-logger's stack\n- CSV parsing: use `csv-parse` npm package (handles encoding, streaming)\n- File upload: use `multer` npm middleware\n- Auth middleware: read X-authentik-username header, 401 if missing (but /api/payments/ingest stays public)\n- Add `source` enum field (INGEST/UPLOAD) to payments schema\n- Add `currency` field (EUR for SMS ingest, BGN for CSV uploads) — or just store as-is\n- Remove `users` table from schema\n\n---\n\n## Please Design\n\n1. Complete folder structure for the new app (suggest name: \"finance-hub\" or similar — note this is a placeholder, user will confirm)\n2. Prisma schema with new fields (`source`, `currency`)\n3. All backend API routes\n4. CSV parser design in Node.js (port of the Python logic)\n5. Authentik auth middleware\n6. Frontend component structure (React) — what's reused from payments-logger, what's new\n7. Docker Compose setup\n8. Environment variables needed\n9. Step-by-step implementation order\n10. Verification checklist\n\nBe specific about file paths and code structure. This will be used to write actual implementation code.","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Good plan. Let me ask the one thing I need before writing the final plan.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"AskUserQuestion","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"OUT","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"User has answered your questions: \"What should the new combined app be called? This will be the folder name under /volume2/docker/finance/ and the app branding.\"=\"finance-hub\". You can now continue with the user's answers in mind.","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Writing the final plan now.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"ets-create-a-new-generic-sun.md","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"ets-create-a-new-generic-sun.md","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"326 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"# finance-hub — Implementation Plan\n\n## Context\n\nTwo separate finance apps exist as references and will be retired:\n- **payments-logger** (Node.js/React): Ingests Bulgarian bank SMS notifications, stores payments in PostgreSQL, provides a review/tag/notify UI.\n- **dsk-uploader** (Python/Flask): Uploads DSK bank CSV exports, parses them, sends to Notion.\n\nThe new app **finance-hub** (`/volume2/docker/finance/finance-hub/`) replaces both with a single unified system: all transactions (SMS-ingested and CSV-uploaded) land in one PostgreSQL database and one React UI. Authentication is delegated entirely to Authentik (proxy mode via NPM — no custom JWT).\n\n---\n\n## Tech Stack\n\n| Layer | Choice | Rationale |\n|-------|--------|-----------|\n| Backend | Node.js 20 + Express + Prisma 5 | Extends payments-logger; no Python needed |\n| CSV parsing | `csv-parse` + `iconv-lite` | Handles Bulgarian cp1251 encoding, RFC4180 quoted fields |\n| File upload | `multer` (memory storage) | Bank CSVs are small (<500 KB), no disk cleanup needed |\n| Database | PostgreSQL 16 | Same as payments-logger |\n| Frontend | React 18 + Vite + Tailwind CSS + Lucide React | Same as payments-logger |\n| Auth | Authentik proxy via NPM headers | No custom JWT; removes users table entirely |\n| Container | Docker Compose | Same pattern as both reference apps |\n\n**Removed vs payments-logger:** `bcryptjs`, `jose`, `users` table, login form, JWT storage. \n**Removed vs dsk-uploader:** Python/Flask, Pandas, Notion SDK, all Notion references. \n**Added:** `csv-parse`, `iconv-lite`, `multer`, `source` + `currency` fields, `UploadPanel` component.\n\n---\n\n## Folder Structure\n\n```\n/volume2/docker/finance/finance-hub/\n├── docker-compose.yml\n├── .env\n├── .env.example\n├── .gitignore\n├── backend/\n│ ├── Dockerfile\n│ ├── package.json\n│ ├── prisma/\n│ │ ├── schema.prisma\n│ │ └── migrations/\n│ │ ├── migration_lock.toml\n│ │ └── 20260508_init/\n│ │ └── migration.sql\n│ └── src/\n│ ├── index.js ← entry point (Authentik middleware wired here)\n│ ├── auth.js ← Authentik header middleware (replaces JWT auth)\n│ ├── parser.js ← SMS parser (copy verbatim from payments-logger)\n│ ├── csvParser.js ← NEW: DSK CSV parser (port of Python dskuploader.py)\n│ └── routes/\n│ ├── payments.js ← existing routes + source/currency additions\n│ └── upload.js ← NEW: POST /api/upload/csv\n└── frontend/\n ├── Dockerfile\n ├── package.json\n ├── vite.config.js\n ├── tailwind.config.js\n ├── postcss.config.js\n ├── index.html\n └── src/\n ├── main.jsx ← remove AuthProvider wrapper\n ├── index.css\n ├── App.jsx ← remove auth state, add Upload tab toggle\n └── components/\n ├── FilterBar.jsx ← add source filter select\n ├── PaymentTable.jsx ← add Source badge column + currency display\n ├── PaymentCard.jsx ← minor source badge addition\n ├── PaymentList.jsx ← unchanged\n └── UploadPanel.jsx ← NEW: drag-and-drop CSV upload UI\n```\n\n---\n\n## Database Schema (Prisma)\n\nFile: `backend/prisma/schema.prisma`\n\n```prisma\ngenerator client {\n provider = \"prisma-client-js\"\n}\n\ndatasource db {\n provider = \"postgresql\"\n url = env(\"DATABASE_URL\")\n}\n\nmodel Payment {\n id Int @id @default(autoincrement())\n rawMessage String @map(\"raw_message\")\n date DateTime?\n type String?\n card String?\n recipient String?\n amount Float?\n currency String? @default(\"EUR\")\n balance Float?\n source Source @default(INGEST)\n status Status @default(UNPROCESSED)\n tags Tag[]\n notifiedAt DateTime? @map(\"notified_at\")\n notifyPhone String? @map(\"notify_phone\")\n debitBgn Float? @map(\"debit_bgn\")\n creditBgn Float? @map(\"credit_bgn\")\n transactionType String? @map(\"transaction_type\")\n payerAccount String? @map(\"payer_account\")\n createdAt DateTime @default(now()) @map(\"created_at\")\n updatedAt DateTime @updatedAt @map(\"updated_at\")\n\n @@map(\"payments\")\n}\n\nmodel Tag {\n id Int @id @default(autoincrement())\n name String @unique\n color String @default(\"#6b7280\")\n payments Payment[]\n\n @@map(\"tags\")\n}\n\nenum Status { UNPROCESSED SENT SKIPPED }\nenum Source { INGEST UPLOAD }\n```\n\n**Key decisions:**\n- No `User` model — Authentik owns identity.\n- `currency`: `EUR` for SMS ingest, `BGN` for CSV uploads.\n- `debitBgn`, `creditBgn`, `transactionType`, `payerAccount`: nullable CSV-only columns; INGEST rows store nulls. Avoids a union query for the unified list view.\n- `balance` is always null for CSV rows (DSK export does not include running balance).\n- Fresh consolidated migration — no data migration from reference apps required.\n\n---\n\n## API Routes\n\n| Method | Path | Auth | Description |\n|--------|------|------|-------------|\n| GET | /api/health | public | Health check |\n| POST | /api/payments/ingest | public | SMS or structured ingest (source=INGEST) |\n| GET | /api/payments | required | List with filters/sort/pagination (+ source filter) |\n| GET | /api/payments/meta/tags | required | All tags |\n| GET | /api/payments/meta/filters | required | Filter options incl. `sources` array |\n| GET | /api/payments/:id | required | Single payment |\n| PATCH | /api/payments/:id | required | Update status |\n| DELETE | /api/payments/:id | required | Delete |\n| POST | /api/payments/:id/send | required | Send notification |\n| POST | /api/payments/:id/skip | required | Skip |\n| POST | /api/payments/:id/tags | required | Add/upsert tag |\n| DELETE | /api/payments/:id/tags/:tagId | required | Remove tag |\n| POST | /api/upload/csv | required | DSK CSV file upload (source=UPLOAD) |\n\n---\n\n## Key Implementation Details\n\n### auth.js (replaces entire old auth module)\n```js\nconst PUBLIC_PATHS = new Set(['/api/health', '/api/payments/ingest']);\n\nfunction authentikMiddleware(req, res, next) {\n if (PUBLIC_PATHS.has(req.path)) return next();\n const username = req.headers['x-authentik-username'];\n if (!username) return res.status(401).json({ error: 'Unauthorized' });\n req.user = {\n username,\n email: req.headers['x-authentik-email'] || null,\n groups: (req.headers['x-authentik-groups'] || '').split(',').map(g => g.trim()).filter(Boolean),\n };\n next();\n}\nmodule.exports = { authentikMiddleware };\n```\n\n### csvParser.js (port of dskuploader.py)\n- `iconv-lite` decodes buffer as cp1251 (DSK Bank export encoding), falls back to UTF-8\n- `csv-parse` parses the decoded text with `columns: true`\n- Columns: `Дата`, `Вид на трансакцията`, `Основание`, `Дебит BGN`, `Кредит BGN`, `Наредител/Получател`, `Номер сметка на наредителя / получателя`\n- Card extraction: regex `/^\\d{6}x{6}\\d{4}$/` on first token of `Основание`\n- Skips rows where `Вид на трансакцията === 'ТРАНСФЕР СОБСТВЕНИ СМЕТКИ'`\n- Auto-tags via keyword rules (ЗАПЛАТА→Salary, LIDL→Groceries, NETFLIX→Subscriptions, etc.) — same logic as Python `generate_tags()`\n- Returns `{ rows: PaymentData[], skipped: number, errors: string[] }`\n\n### payments.js changes from payments-logger\n1. Add `source: 'INGEST'` and `currency` to the `/ingest` create call\n2. Add `source` to the `GET /` where clause filter\n3. Add `sources` to `meta/filters` response\n4. Currency-aware amount formatting in notification message\n5. Remove all JWT/auth references (no `/auth/register`, `/auth/login`)\n\n### upload.js (new)\n- `multer` memory storage, max 10 files × 10 MB\n- Calls `parseDskCsv(buffer)` per file\n- Upserts tags via `prisma.tag.upsert` then connects\n- Returns `{ imported, skipped, errors, payments[] }`\n\n### Frontend changes\n- **Delete**: `auth.js`, `AuthProvider.jsx`\n- **main.jsx**: Remove `<AuthProvider>` wrapper\n- **App.jsx**: Replace `authFetch` with plain `fetch` (Authentik session cookie travels automatically); logout → `window.location.href = '/outpost.goauthentik.io/sign_out'`; add \"Payments\" / \"Upload CSV\" tab toggle\n- **FilterBar.jsx**: Add source `<select>` (All / SMS Ingest / CSV Upload); widen grid to 5 cols\n- **PaymentTable.jsx**: Add `Source` column with `SMS` (indigo) / `CSV` (emerald) badge; show `${amount} ${currency}` in amount cell\n- **UploadPanel.jsx** (new): Drag-and-drop zone + file list + import button + result summary with error accordion; calls `POST /api/upload/csv` with `FormData`\n\n---\n\n## Docker Compose\n\n```yaml\nservices:\n db:\n image: postgres:16-alpine\n environment: { POSTGRES_USER: finance, POSTGRES_PASSWORD: ${DB_PASSWORD}, POSTGRES_DB: finance_hub }\n volumes: [pgdata:/var/lib/postgresql/data]\n healthcheck: { test: pg_isready -U finance -d finance_hub, interval: 5s }\n\n backend:\n build: ./backend\n environment:\n DATABASE_URL: postgresql://finance:${DB_PASSWORD}@db:5432/finance_hub\n PORT: \"3001\"\n NOTIFIER_URL: ${NOTIFIER_URL}\n NOTIFIER_CHANNEL: ${NOTIFIER_CHANNEL:-viber}\n NOTIFY_DEFAULT_PHONE: ${NOTIFY_DEFAULT_PHONE}\n TZ: ${TZ:-Europe/Sofia}\n ports: [\"${BACKEND_PORT:-3001}:3001\"]\n depends_on: { db: { condition: service_healthy } }\n\n frontend:\n build: ./frontend\n ports: [\"${FRONTEND_PORT:-5175}:5173\"]\n depends_on: [backend]\n\nvolumes: { pgdata: }\n```\n\n**NPM setup:** Frontend port proxied through Authentik forward auth. Backend port exposed separately (unprotected) so the public `/api/payments/ingest` remains reachable by iOS Shortcuts / SMS gateways without login.\n\n---\n\n## Environment Variables (.env)\n\n```bash\nDB_PASSWORD=change_me\nNOTIFIER_URL=https://notifier.lakylak.xyz\nNOTIFIER_CHANNEL=viber\nNOTIFY_DEFAULT_PHONE=+359000000000\nTZ=Europe/Sofia\nBACKEND_PORT=3001\nFRONTEND_PORT=5175\n```\n\nRemoved vs payments-logger: `JWT_SECRET`, `JWT_EXPIRE_MINUTES`.\n\n---\n\n## Implementation Order\n\n1. Create folder structure and write `docker-compose.yml`, `.env.example`, `.gitignore`\n2. Write `backend/prisma/schema.prisma` and migration SQL\n3. Write `backend/package.json` (add `csv-parse`, `iconv-lite`, `multer`; remove `bcryptjs`, `jose`)\n4. Write `backend/Dockerfile`\n5. Write `backend/src/auth.js` (Authentik middleware)\n6. Copy `backend/src/parser.js` verbatim from payments-logger\n7. Write `backend/src/csvParser.js` (Python port)\n8. Write `backend/src/routes/upload.js`\n9. Write `backend/src/routes/payments.js` (from payments-logger + 5 changes listed above)\n10. Write `backend/src/index.js`\n11. Copy frontend base from payments-logger; delete `auth.js` + `AuthProvider.jsx`\n12. Update `main.jsx`, `App.jsx`, `FilterBar.jsx`, `PaymentTable.jsx`\n13. Write `frontend/src/components/UploadPanel.jsx`\n14. Update `frontend/vite.config.js`\n15. `docker compose build && docker compose up -d`\n16. Run verification checklist\n\n---\n\n## Verification\n\n**Schema**\n- `payments` table has `source`, `currency`, `debit_bgn`, `credit_bgn`, `transaction_type`, `payer_account`\n- No `users` table; `Source` enum exists\n\n**Auth**\n- `GET /api/payments` → 401 without `x-authentik-username` header\n- `POST /api/payments/ingest` → 201 without any header\n- `curl -H \"x-authentik-username: test\" localhost:3001/api/payments` → 200\n\n**SMS Ingest**\n- DSK POS SMS → `source=INGEST`, `currency=EUR`, correct amount/card/recipient\n- Apple Wallet structured body → `type=WALLET`, `source=INGEST`\n- Rate limiter → 429 after 200 req/min\n\n**CSV Upload**\n- Single DSK CSV → rows with `source=UPLOAD`, `currency=BGN`\n- Multiple CSVs in one request → all merged\n- `ТРАНСФЕР СОБСТВЕНИ СМЕТКИ` rows counted in `skipped`, not imported\n- Card regex match from `Основание` column\n- Auto-tags applied (ЗАПЛАТА→Salary, LIDL→Groceries)\n- cp1251 file imports correctly\n\n**UI**\n- Source badge visible in payment table (SMS indigo, CSV emerald)\n- Source dropdown in FilterBar filters correctly\n- Amount shows correct currency per row\n- Upload Panel: drag-and-drop works, result summary shows counts\n- Logout redirects to Authentik sign_out\n- No login form shown (Authentik handles it at NPM level)\n- Tags, send, skip, delete all still work\n\n## Reference Files\n\n- `/volume2/docker/finance/payments-logger/backend/src/routes/payments.js`\n- `/volume2/docker/finance/payments-logger/backend/src/parser.js`\n- `/volume2/docker/finance/payments-logger/backend/src/index.js`\n- `/volume2/docker/finance/payments-logger/backend/src/auth.js`\n- `/volume2/docker/finance/payments-logger/backend/prisma/schema.prisma`\n- `/volume2/docker/finance/payments-logger/frontend/src/App.jsx`\n- `/volume2/docker/finance/payments-logger/frontend/src/components/PaymentTable.jsx`\n- `/volume2/docker/finance/payments-logger/frontend/src/components/FilterBar.jsx`\n- `/volume2/docker/finance/dsk-uploader/dskuploader.py`\n- `/volume2/docker/finance/auth/docker-compose.yml`","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Claude’s Plan","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"ets-create-a-new-generic-sun.md","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"ets-create-a-new-generic-sun.md","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Stayed in plan mode","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Good question. Here's the full breakdown:","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXHeading","text":"Backend Tech Stack — Options","depth":22,"on_screen":false,"role_description":"heading"},{"role":"AXStaticText","text":"Backend Tech Stack — Options","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXHeading","text":"Option A: Node.js + Express + Prisma (my recommendation)","depth":22,"on_screen":false,"role_description":"heading"},{"role":"AXStaticText","text":"Option A: Node.js + Express + Prisma (my recommendation)","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Why:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"payments-logger is already Node.js/Express/Prisma. The new app is 80% payments-logger with CSV upload added on top. Keeping the same stack means:","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Copy","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"parser.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"verbatim, zero rewrite","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Copy the entire","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"routes/payments.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"with minimal edits","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Same Prisma schema workflow, same migrations, same Docker image","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"The CSV parsing logic (the only Python-specific thing) ports cleanly to","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"csv-parse","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"— it's just regex + string manipulation, nothing pandas-specific","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Trade-off:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Have to port the Python CSV parsing to JS. It's ~150 lines and mostly string manipulation — straightforward.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXHeading","text":"Option B: Python + FastAPI + SQLAlchemy","depth":22,"on_screen":false,"role_description":"heading"},{"role":"AXStaticText","text":"Option B: Python + FastAPI + SQLAlchemy","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Rewrite everything in Python. dsk-uploader is Python, so CSV parsing is already done.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Pro:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Keep the dsk-uploader CSV logic as-is (no porting). Python has better data science libraries if you later add analytics.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Con:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Lose the entire payments-logger backend (routes, parser, Prisma schema) — full rewrite. FastAPI + SQLAlchemy is a different mental model than Express + Prisma. Frontend stays React anyway, so the stack split doesn't simplify anything.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Verdict:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"More work overall, gains almost nothing.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXHeading","text":"Option C: Hybrid microservices (Node.js backend + Python CSV service)","depth":22,"on_screen":false,"role_description":"heading"},{"role":"AXStaticText","text":"Option C: Hybrid microservices (Node.js backend + Python CSV service)","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Keep Node.js as the main API, add a separate Python FastAPI service just for CSV parsing. They share the DB.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Pro:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Zero porting — Python CSV code used as-is.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Con:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Two backend services to maintain, deploy, and keep in sync. Inter-service HTTP calls. Two Dockerfiles. For ~150 lines of CSV logic, this is massively over-engineered.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Verdict:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Not worth it.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXHeading","text":"Option D: Python + Flask (exactly like dsk-uploader)","depth":22,"on_screen":false,"role_description":"heading"},{"role":"AXStaticText","text":"Option D: Python + Flask (exactly like dsk-uploader)","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Extend dsk-uploader into a full payments app.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Pro:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Pandas for CSV, no porting.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Con:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Jinja2 templates instead of React (or add React separately). Would need to reimplement the entire payments-logger (SMS parser, notification system, tag management, pagination/filtering). Flask's Jinja templating is far less capable than the existing React UI. The React frontend is the stronger UI foundation.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Verdict:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Worst of all options — rebuild the harder parts (UI, SMS parser, notification) for no gain.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXHeading","text":"Summary","depth":22,"on_screen":false,"role_description":"heading"},{"role":"AXStaticText","text":"Summary","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Option","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"CSV porting effort","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"App rewrite effort","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Result quality","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"A (Node.js)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Medium (150 lines)","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Minimal","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Best","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"B (Python FastAPI)","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"None","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"High (full backend)","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Worse","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"C (Hybrid)","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"None","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Low + infra overhead","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Overkill","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"D (Python Flask)","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"None","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Very high","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Worst","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Option","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"A (Node.js)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"B (Python 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Everything else in the plan reuses payments-logger code directly. That's why Node.js is the clear winner here.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Want to adjust the stack, or shall I proceed with Option A?","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Message actions","depth":24,"on_screen":false,"role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"ok sounds good. Implement all you suggested","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Starting implementation. Let me first read all the reference files I'll need to copy from.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"parser.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"parser.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"payments.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"payments.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":",","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"index.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"index.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"App.jsx","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"App.jsx","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"FilterBar.jsx","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"FilterBar.jsx","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"PaymentTable.jsx","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"PaymentTable.jsx","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure 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payments-logger.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"main.jsx","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"main.jsx","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"index.css","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"index.css","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"package.json","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"package.json","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"Dockerfile","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Dockerfile","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"Dockerfile","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Dockerfile","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"vite.config.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"vite.config.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"tailwind.config.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"tailwind.config.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"postcss.config.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"postcss.config.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure 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components.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"PaymentCard.jsx","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"PaymentCard.jsx","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"PaymentList.jsx","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"PaymentList.jsx","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"schema.prisma","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"schema.prisma","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure 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Let me set up the todo list and start building.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Update Todos","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Create folder structure and root config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend Prisma schema and migration","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend package.json and Dockerfile","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend src files (auth, parser, csvParser, index)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend routes (payments.js, upload.js)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend React components","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Build and verify with docker compose","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Bash","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Create finance-hub directory structure","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"mkdir -p /volume2/docker/finance/finance-hub/backend/src/routes \\\n /volume2/docker/finance/finance-hub/backend/prisma/migrations/20260508_init \\\n /volume2/docker/finance/finance-hub/frontend/src/components && echo \"done\"","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Copy code to clipboard","depth":24,"on_screen":false,"help_text":"Copy code","role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"OUT","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"done","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"docker-compose.yml","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"docker-compose.yml","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"45 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"version: '3.8'\n\nservices:\n db:\n image: postgres:16-alpine\n restart: unless-stopped\n environment:\n POSTGRES_USER: finance\n POSTGRES_PASSWORD: ${DB_PASSWORD}\n POSTGRES_DB: finance_hub\n volumes:\n - pgdata:/var/lib/postgresql/data\n healthcheck:\n test: [\"CMD-SHELL\", \"pg_isready -U finance -d finance_hub\"]\n interval: 5s\n timeout: 5s\n retries: 5\n\n backend:\n build: ./backend\n restart: unless-stopped\n environment:\n DATABASE_URL: postgresql://finance:${DB_PASSWORD}@db:5432/finance_hub\n PORT: \"3001\"\n NOTIFIER_URL: ${NOTIFIER_URL}\n NOTIFIER_CHANNEL: ${NOTIFIER_CHANNEL:-viber}\n NOTIFY_DEFAULT_PHONE: ${NOTIFY_DEFAULT_PHONE}\n TZ: ${TZ:-Europe/Sofia}\n ports:\n - \"${BACKEND_PORT:-3001}:3001\"\n depends_on:\n db:\n condition: service_healthy\n\n frontend:\n build: ./frontend\n restart: unless-stopped\n ports:\n - \"${FRONTEND_PORT:-5175}:5173\"\n depends_on:\n - backend\n\nvolumes:\n pgdata:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":".env.example","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":".env.example","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"15 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"# Database\nDB_PASSWORD=change_me_strong_password\n\n# Notifier service (for SMS payment notifications)\nNOTIFIER_URL=https://notifier.lakylak.xyz\nNOTIFIER_CHANNEL=viber\nNOTIFY_DEFAULT_PHONE=+359000000000\n\n# Timezone (used by SMS parser for Bulgarian bank timestamps)\nTZ=Europe/Sofia\n\n# Ports (optional — defaults shown)\nBACKEND_PORT=3001\nFRONTEND_PORT=5175","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":".gitignore","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":".gitignore","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"5 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":".env\nnode_modules/\ndist/\n*.log","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Update Todos","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Create folder structure and root config 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@default(\"EUR\")\n balance Float?\n source Source @default(INGEST)\n status Status @default(UNPROCESSED)\n tags Tag[]\n notifiedAt DateTime? @map(\"notified_at\")\n notifyPhone String? @map(\"notify_phone\")\n debitBgn Float? @map(\"debit_bgn\")\n creditBgn Float? @map(\"credit_bgn\")\n transactionType String? @map(\"transaction_type\")\n payerAccount String? @map(\"payer_account\")\n createdAt DateTime @default(now()) @map(\"created_at\")\n updatedAt DateTime @updatedAt @map(\"updated_at\")\n\n @@map(\"payments\")\n}\n\nmodel Tag {\n id Int @id @default(autoincrement())\n name String @unique\n color String @default(\"#6b7280\")\n payments Payment[]\n\n @@map(\"tags\")\n}\n\nenum Status {\n UNPROCESSED\n SENT\n SKIPPED\n}\n\nenum Source {\n INGEST\n UPLOAD\n}","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"migration.sql","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"migration.sql","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"55 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"-- CreateEnum\nCREATE TYPE \"Status\" AS ENUM ('UNPROCESSED', 'SENT', 'SKIPPED');\nCREATE TYPE \"Source\" AS ENUM ('INGEST', 'UPLOAD');\n\n-- CreateTable\nCREATE TABLE \"payments\" (\n \"id\" SERIAL PRIMARY KEY,\n \"raw_message\" TEXT NOT NULL,\n \"date\" TIMESTAMP(3),\n \"type\" TEXT,\n \"card\" TEXT,\n \"recipient\" TEXT,\n \"amount\" DOUBLE PRECISION,\n \"currency\" TEXT DEFAULT 'EUR',\n \"balance\" DOUBLE PRECISION,\n \"source\" \"Source\" NOT NULL DEFAULT 'INGEST',\n \"status\" \"Status\" NOT NULL DEFAULT 'UNPROCESSED',\n \"notified_at\" TIMESTAMP(3),\n \"notify_phone\" TEXT,\n \"debit_bgn\" DOUBLE PRECISION,\n \"credit_bgn\" DOUBLE PRECISION,\n \"transaction_type\" TEXT,\n \"payer_account\" TEXT,\n \"created_at\" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,\n \"updated_at\" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP\n);\n\n-- CreateTable\nCREATE TABLE \"tags\" (\n \"id\" SERIAL PRIMARY KEY,\n \"name\" TEXT NOT NULL,\n \"color\" TEXT NOT NULL DEFAULT '#6b7280'\n);\n\n-- CreateUniqueIndex\nCREATE UNIQUE INDEX \"tags_name_key\" ON \"tags\"(\"name\");\n\n-- CreateTable (M2M join)\nCREATE TABLE \"_PaymentToTag\" (\n \"A\" INTEGER NOT NULL,\n \"B\" INTEGER NOT NULL,\n CONSTRAINT \"_PaymentToTag_AB_pkey\" PRIMARY KEY (\"A\", \"B\")\n);\n\nCREATE INDEX \"_PaymentToTag_B_index\" ON \"_PaymentToTag\"(\"B\");\n\n-- AddForeignKey\nALTER TABLE \"_PaymentToTag\"\n ADD CONSTRAINT \"_PaymentToTag_A_fkey\"\n FOREIGN KEY (\"A\") REFERENCES \"payments\"(\"id\") ON DELETE CASCADE ON UPDATE CASCADE;\n\nALTER TABLE \"_PaymentToTag\"\n ADD CONSTRAINT \"_PaymentToTag_B_fkey\"\n FOREIGN KEY (\"B\") REFERENCES \"tags\"(\"id\") ON DELETE CASCADE ON UPDATE CASCADE;","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"migration_lock.toml","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"migration_lock.toml","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"4 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"# Please do not edit this file manually\n# It should be added in your version-control system (e.g., Git)\nprovider = \"postgresql\"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Update Todos","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Create folder structure and root config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend Prisma schema and migration","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend package.json and Dockerfile","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend src files (auth, parser, csvParser, index)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend routes (payments.js, upload.js)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend React components","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Build and verify with docker compose","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"package.json","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"package.json","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"26 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"{\n \"name\": \"finance-hub-backend\",\n \"version\": \"1.0.0\",\n \"main\": \"src/index.js\",\n \"scripts\": {\n \"start\": \"node src/index.js\",\n \"dev\": \"nodemon src/index.js\",\n \"prisma:generate\": \"prisma generate\",\n \"prisma:migrate\": \"prisma migrate deploy\"\n },\n \"dependencies\": {\n \"@prisma/client\": \"^5.22.0\",\n \"cors\": \"^2.8.5\",\n \"csv-parse\": \"^5.5.6\",\n \"express\": \"^4.21.1\",\n \"express-rate-limit\": \"^7.4.0\",\n \"iconv-lite\": \"^0.6.3\",\n \"morgan\": \"^1.10.0\",\n \"multer\": \"^1.4.5-lts.1\"\n },\n \"devDependencies\": {\n \"nodemon\": \"^3.1.7\",\n \"prisma\": \"^5.22.0\"\n }\n}","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"Dockerfile","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Dockerfile","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"18 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"FROM node:20-alpine\n\nRUN apk add --no-cache openssl\n\nWORKDIR /app\n\nCOPY package.json package-lock.json* ./\nRUN npm install\n\nCOPY prisma ./prisma\nRUN npx prisma generate\n\nCOPY src ./src\n\nEXPOSE 3001\n\nCMD [\"sh\", \"-c\", \"npx prisma migrate deploy && node src/index.js\"]","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Update Todos","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Create folder structure and root config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend Prisma schema and migration","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend package.json and Dockerfile","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend src files (auth, parser, csvParser, index)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend routes (payments.js, upload.js)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend React components","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Build and verify with docker compose","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"auth.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"auth.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"27 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"const PUBLIC_PATHS = new Set([\n '/api/health',\n '/api/payments/ingest',\n]);\n\nfunction authentikMiddleware(req, res, next) {\n if (PUBLIC_PATHS.has(req.path)) return next();\n\n const username = req.headers['x-authentik-username'];\n if (!username) {\n return res.status(401).json({ error: 'Unauthorized — missing Authentik session' });\n }\n\n req.user = {\n username,\n email: req.headers['x-authentik-email'] || null,\n groups: (req.headers['x-authentik-groups'] || '')\n .split(',')\n .map(g => g.trim())\n .filter(Boolean),\n };\n\n next();\n}\n\nmodule.exports = { authentikMiddleware };","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"parser.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"parser.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"104 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"/**\n * Parses SMS payment messages from Bulgarian banks (DSK Bank, etc.)\n *\n * Supported formats:\n *\n * POS / INTERNET / ECOM / P2P payment:\n * DSK Bank. Na DD/MM/YYYY v HH:MM sa plateni AMOUNT CURRENCY s karta CARD na POS s adres: RECIPIENT. Nalichni: BALANCE CURRENCY.\n *\n * ATM withdrawal:\n * DSK Bank. Na DD/MM/YYYY v HH:MM sa iztegleni AMOUNT CURRENCY s karta CARD ot ATM s adres: RECIPIENT. Nalichni: BALANCE CURRENCY.\n *\n * ATM utility payment (amount may include fee as AMOUNT/FEE):\n * DSK Bank. Na DD/MM/YYYY v HH:MM sa plateni AMOUNT CURRENCY/FEE CURRENCY s karta CARD na ATM s adres:RECIPIENT. Nalichni: BALANCE CURRENCY.\n */\n\nconst LOCAL_TZ = process.env.TZ || 'Europe/Sofia';\n\n/**\n * Convert a local-timezone date/time to a UTC Date object.\n * Uses Intl to resolve the actual UTC offset (DST-aware).\n */\nfunction localToUtc(year, month, day, hour, minute) {\n const naive = new Date(Date.UTC(year, month - 1, day, hour, minute, 0));\n\n const formatter = new Intl.DateTimeFormat('en-US', {\n timeZone: LOCAL_TZ,\n year: 'numeric', month: '2-digit', day: '2-digit',\n hour: '2-digit', minute: '2-digit', second: '2-digit',\n hour12: false,\n });\n\n const parts = {};\n formatter.formatToParts(naive).forEach(p => { parts[p.type] = p.value; });\n\n const localAtNaive = new Date(Date.UTC(\n parseInt(parts.year), parseInt(parts.month) - 1, parseInt(parts.day),\n parseInt(parts.hour) % 24, parseInt(parts.minute), parseInt(parts.second),\n ));\n\n const offsetMs = localAtNaive.getTime() - naive.getTime();\n return new Date(Date.UTC(year, month - 1, day, hour, minute, 0) - offsetMs);\n}\n\nfunction parsePaymentSms(message) {\n const result = {\n rawMessage: message,\n date: null,\n type: null,\n card: null,\n recipient: null,\n amount: null,\n balance: null,\n };\n\n // Date and time: \"Na DD/MM/YYYY v HH:MM\"\n const dateMatch = message.match(/Na (\\d{2})\\/(\\d{2})\\/(\\d{4}) v (\\d{2}):(\\d{2})/i);\n if (dateMatch) {\n const [, day, month, year, hour, minute] = dateMatch;\n result.date = localToUtc(\n parseInt(year), parseInt(month), parseInt(day),\n parseInt(hour), parseInt(minute),\n );\n }\n\n // Card mask: \"s karta 400915***4447\" or \"s karta 483890***7162\"\n const cardMatch = message.match(/s karta\\s+([\\d*]+)/i);\n if (cardMatch) {\n result.card = cardMatch[1];\n }\n\n // Transaction type: supports both prepositions\n // \"na POS\" / \"na ATM\" / \"na INTERNET\" etc. (payment)\n // \"ot ATM\" (withdrawal)\n const typeMatch = message.match(/(?:na|ot)\\s+(POS|ATM|INTERNET|ECOM|P2P)\\b/i);\n if (typeMatch) {\n result.type = typeMatch[1].toUpperCase();\n }\n\n // Recipient address: \"s adres: MERCHANT\" or \"s adres:MERCHANT\" (no space variant)\n const recipientMatch = message.match(/s adres:\\s*([^.]+)\\./i);\n if (recipientMatch) {\n result.recipient = recipientMatch[1].trim();\n }\n\n // Amount: handles both verbs and the AMOUNT/FEE suffix format\n // \"sa plateni 7.78 EUR\"\n // \"sa iztegleni 400.00 EUR\"\n // \"sa plateni 0.50 EUR/0.50 EUR\" → captures 0.50 (the charged amount, ignoring fee)\n const amountMatch = message.match(/sa (?:plateni|iztegleni)\\s+([\\d.,]+)\\s+[A-Z]{3}/i);\n if (amountMatch) {\n result.amount = parseFloat(amountMatch[1].replace(',', '.'));\n }\n\n // Balance: \"Nalichni: 2583.07 EUR.\"\n const balanceMatch = message.match(/Nalichni:\\s*([\\d.,]+)\\s+[A-Z]{3}/i);\n if (balanceMatch) {\n result.balance = parseFloat(balanceMatch[1].replace(',', '.'));\n }\n\n return result;\n}\n\nmodule.exports = { parsePaymentSms };","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"csvParser.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"csvParser.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"175 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"/**\n * DSK Bank CSV parser — Node.js port of dskuploader.py\n *\n * DSK Bank exports use Windows-1251 (cp1251) encoding.\n * Each row maps to a Payment record with source=UPLOAD, currency=BGN.\n */\n\nconst { parse } = require('csv-parse');\nconst iconv = require('iconv-lite');\n\nconst SKIP_TYPE = 'ТРАНСФЕР СОБСТВЕНИ СМЕТКИ';\nconst CARD_REGEX = /^\\d{6}x{6}\\d{4}$/;\nconst POS_REGEX = /^\\s*ПЛАЩАНЕ\\s+НА\\s+ПОС\\s+\\d{2}\\.\\d{2}\\.\\d{4}\\s+\\d{2}:\\d{2}/;\n\nconst COL = {\n DATE: 'Дата',\n TYPE: 'Вид на трансакцията',\n REASON: 'Основание',\n DEBIT: 'Дебит BGN',\n CREDIT: 'Кредит BGN',\n PAYEE: 'Наредител/Получател',\n ACCT: 'Номер сметка на наредителя / получателя',\n};\n\nconst TAG_RULES = [\n ['reason', 'ЗАПЛАТА', 'Salary'],\n ['reason', 'ТЕГЛЕНЕ НА ATM', 'ATM'],\n ['reason', 'ПЛАЩАНЕ ПО ЗАЕМ', 'Home Credit'],\n ['reason', 'АВТ.ТАКСА ОБСЛУЖВАНЕ', 'Bills'],\n ['transactionType', 'КОМУНАЛНИ УСЛУГИ', 'Bills'],\n ['payee', 'VIVACOM', 'Subscriptions'],\n ['payee', 'Google', 'Subscriptions'],\n ['payee', 'SkyShowtime', 'Subscriptions'],\n ['payee', 'NETFLIX', 'Subscriptions'],\n ['payee', 'LUKOIL', 'Bills'],\n ['payee', 'CityGate', 'Bills'],\n ['payee', 'CBA', 'Groceries'],\n ['payee', 'FANTASTICO', 'Groceries'],\n ['payee', 'LIDL', 'Groceries'],\n];\n\nfunction parseNum(val) {\n if (val == null || val === '') return null;\n if (typeof val === 'number') return isNaN(val) ? null : val;\n const s = String(val).trim().replace(/\\xa0/g, '').replace(/ /g, '').replace(',', '.');\n const n = parseFloat(s);\n return isNaN(n) ? null : n;\n}\n\nfunction parseDate(val) {\n if (!val) return null;\n const s = String(val).trim();\n const m = s.match(/^(\\d{2})\\.(\\d{2})\\.(\\d{4})$/);\n if (m) {\n return new Date(Date.UTC(parseInt(m[3]), parseInt(m[2]) - 1, parseInt(m[1])));\n }\n return null;\n}\n\nfunction processReasonAndCard(reason) {\n if (!reason || typeof reason !== 'string') return { reason: '', card: null };\n\n const parts = reason.trim().split(' ');\n let card = null;\n let cleanReason = reason.trim();\n\n if (parts[0] && CARD_REGEX.test(parts[0])) {\n card = parts[0];\n cleanReason = parts.slice(1).join(' ').trim();\n }\n\n if (POS_REGEX.test(cleanReason)) {\n const posParts = cleanReason.split('<br/>');\n try {\n const dateTime = posParts[0].split('ПОС ')[1];\n cleanReason = `POS PAYMENT ${dateTime}`;\n } catch (_) { /* keep original */ }\n }\n\n return { reason: cleanReason.replace(/\\s+/g, ' ').trim(), card };\n}\n\nfunction generateTags(fields) {\n const tags = new Set();\n for (const [field, keyword, tagName] of TAG_RULES) {\n if ((fields[field] || '').includes(keyword)) {\n tags.add(tagName);\n }\n }\n return Array.from(tags);\n}\n\nfunction processRow(row) {\n const transactionType = (row[COL.TYPE] || '').trim();\n if (transactionType === SKIP_TYPE) return null;\n\n const { reason, card } = processReasonAndCard(row[COL.REASON]);\n const payee = (row[COL.PAYEE] || '').trim();\n const payerAccount = (row[COL.ACCT] || '').trim();\n const debitBgn = parseNum(row[COL.DEBIT]);\n const creditBgn = parseNum(row[COL.CREDIT]);\n const date = parseDate(row[COL.DATE]);\n\n const autoTags = generateTags({ reason, transactionType, payee, debitBgn, creditBgn });\n\n const amount = debitBgn ?? creditBgn ?? null;\n\n const rawMessage = [\n row[COL.DATE] && `Date: ${row[COL.DATE]}`,\n transactionType && `Type: ${transactionType}`,\n payee && `Payee: ${payee}`,\n debitBgn != null && `Debit: ${debitBgn} BGN`,\n creditBgn != null && `Credit: ${creditBgn} BGN`,\n ].filter(Boolean).join(' | ');\n\n return {\n rawMessage,\n date,\n type: null,\n card,\n recipient: payee || null,\n amount,\n currency: 'BGN',\n balance: null,\n source: 'UPLOAD',\n debitBgn,\n creditBgn,\n transactionType: transactionType || null,\n payerAccount: payerAccount || null,\n autoTags,\n };\n}\n\n/**\n * Parse a Buffer containing a DSK Bank CSV (cp1251 or UTF-8).\n * Returns { rows, skipped, errors }.\n */\nasync function parseDskCsv(buffer) {\n // Try cp1251 first (DSK Bank export encoding), fall back to UTF-8\n let text = iconv.decode(buffer, 'cp1251');\n if (!text.includes(COL.DATE)) {\n text = buffer.toString('utf-8');\n }\n\n return new Promise((resolve, reject) => {\n const rows = [];\n const errors = [];\n let skipped = 0;\n\n const parser = parse(text, {\n columns: true,\n skip_empty_lines: true,\n trim: true,\n relax_column_count: true,\n });\n\n parser.on('readable', () => {\n let record;\n while ((record = parser.read()) !== null) {\n try {\n const row = processRow(record);\n if (row === null) { skipped++; } else { rows.push(row); }\n } catch (err) {\n errors.push(err.message);\n }\n }\n });\n\n parser.on('error', reject);\n parser.on('end', () => resolve({ rows, skipped, errors }));\n });\n}\n\nmodule.exports = { parseDskCsv };","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"index.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"index.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"39 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"const express = require('express');\nconst cors = require('cors');\nconst morgan = require('morgan');\nconst rateLimit = require('express-rate-limit');\nconst { authentikMiddleware } = require('./auth');\nconst paymentsRouter = require('./routes/payments');\nconst uploadRouter = require('./routes/upload');\n\nconst app = express();\nconst PORT = process.env.PORT || 3001;\n\napp.use(cors());\napp.use(express.json({ limit: '16kb' }));\napp.use(morgan('combined'));\n\n// Rate-limit the public ingest endpoint before auth middleware\nconst ingestLimiter = rateLimit({\n windowMs: 60 * 1000,\n max: 200,\n standardHeaders: true,\n legacyHeaders: false,\n message: { error: 'Too many requests, slow down' },\n});\napp.use('/api/payments/ingest', ingestLimiter);\n\n// Authentik header auth (skips /api/health and /api/payments/ingest)\napp.use(authentikMiddleware);\n\napp.get('/api/health', (_req, res) => {\n res.json({ status: 'ok', timestamp: new Date().toISOString() });\n});\n\napp.use('/api/payments', paymentsRouter);\napp.use('/api/upload', uploadRouter);\n\napp.listen(PORT, '0.0.0.0', () => {\n console.log(`Finance Hub API running on port ${PORT}`);\n});","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Update Todos","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Create folder structure and root config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend Prisma schema and migration","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend package.json and Dockerfile","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend src files (auth, parser, csvParser, index)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend routes (payments.js, upload.js)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend React components","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Build and verify with docker compose","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"payments.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"payments.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"399 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"const express = require('express');\nconst { PrismaClient } = require('@prisma/client');\nconst { parsePaymentSms } = require('../parser');\n\nconst router = express.Router();\nconst prisma = new PrismaClient();\n\nconst NOTIFIER_URL = process.env.NOTIFIER_URL;\nconst NOTIFIER_CHANNEL = process.env.NOTIFIER_CHANNEL || 'viber';\nconst DEFAULT_PHONE = process.env.NOTIFY_DEFAULT_PHONE;\n\n// ── Helpers ───────────────────────────────────────────────────────────────────\n\nfunction parseId(raw) {\n const id = parseInt(raw, 10);\n return Number.isFinite(id) ? id : null;\n}\n\nfunction formatNotifyMessage(payment) {\n const currency = payment.currency || 'EUR';\n const parts = [];\n if (payment.amount != null) parts.push(`Amount: ${payment.amount.toFixed(2)} ${currency}`);\n if (payment.recipient) parts.push(`At: ${payment.recipient}`);\n if (payment.balance != null) parts.push(`Balance: ${payment.balance.toFixed(2)} ${currency}`);\n if (payment.date) parts.push(`Date: ${new Date(payment.date).toLocaleString('en-GB')}`);\n return parts.join('\\n');\n}\n\nasync function sendNotification(payment) {\n if (!NOTIFIER_URL) {\n console.warn('[NOTIFY] NOTIFIER_URL not set — skipping notification');\n return;\n }\n\n const phone = payment.notifyPhone || DEFAULT_PHONE;\n if (!phone) {\n console.warn('[NOTIFY] No phone number for payment #' + payment.id + ' and NOTIFY_DEFAULT_PHONE not set');\n return;\n }\n\n const body = {\n phone,\n notification: NOTIFIER_CHANNEL,\n message: formatNotifyMessage(payment),\n };\n\n const res = await fetch(NOTIFIER_URL, {\n method: 'POST',\n headers: { 'Content-Type': 'application/json' },\n body: JSON.stringify(body),\n });\n\n if (!res.ok) {\n const text = await res.text().catch(() => '');\n throw new Error(`Notifier responded ${res.status}: ${text}`);\n }\n}\n\n// ── Ingest a payment (public — no auth) ──────────────────────────────────────\n//\n// Two modes:\n//\n// SMS mode (default):\n// { \"message\": \"<raw SMS text>\", \"notifyPhone\": \"...\" }\n//\n// Structured mode (Apple Wallet / manual):\n// { \"ingestMode\": \"apple_wallet\", \"amount\": 7.78, \"recipient\": \"Apple Store\",\n// \"type\": \"WALLET\", \"card\": \"••••4447\", \"date\": \"2026-02-22T10:30:00Z\" }\n//\nrouter.post('/ingest', async (req, res) => {\n try {\n const { message, notifyPhone, ingestMode } = req.body;\n\n let data;\n\n if (ingestMode === 'apple_wallet' || (!message && req.body.amount != null)) {\n // ── Structured / Apple Wallet mode ──────────────────────────────────────\n const { amount, recipient, type, card, date, balance } = req.body;\n if (amount == null || !recipient) {\n return res.status(400).json({ error: 'amount and recipient are required for structured ingest' });\n }\n\n const rawMessage = [\n `Source: ${ingestMode || 'structured'}`,\n `Amount: ${amount}`,\n recipient && `Recipient: ${recipient}`,\n type && `Type: ${type}`,\n card && `Card: ${card}`,\n ].filter(Boolean).join(' | ');\n\n data = {\n rawMessage,\n date: date ? new Date(date) : new Date(),\n type: type || 'WALLET',\n card: card || null,\n recipient,\n amount: parseFloat(amount),\n currency: 'EUR',\n balance: balance != null ? parseFloat(balance) : null,\n source: 'INGEST',\n notifyPhone: notifyPhone || null,\n };\n\n } else {\n // ── SMS mode ─────────────────────────────────────────────────────────────\n if (!message) {\n return res.status(400).json({ error: 'message is required' });\n }\n if (typeof message !== 'string' || message.length > 2000) {\n return res.status(400).json({ error: 'message must be a string under 2000 characters' });\n }\n\n const parsed = parsePaymentSms(message);\n data = {\n rawMessage: parsed.rawMessage,\n date: parsed.date,\n type: parsed.type,\n card: parsed.card,\n recipient: parsed.recipient,\n amount: parsed.amount,\n currency: 'EUR',\n balance: parsed.balance,\n source: 'INGEST',\n notifyPhone: notifyPhone || null,\n };\n }\n\n const payment = await prisma.payment.create({\n data,\n include: { tags: true },\n });\n\n res.status(201).json(payment);\n } catch (err) {\n console.error('Ingest error:', err);\n res.status(500).json({ error: 'Failed to ingest payment' });\n }\n});\n\n// ── List payments with filtering ──────────────────────────────────────────────\nrouter.get('/', async (req, res) => {\n try {\n const {\n status,\n type,\n tag,\n source,\n recipient,\n dateFrom,\n dateTo,\n search,\n sortBy = 'createdAt',\n sortDir = 'desc',\n page = 1,\n } = req.query;\n\n const limit = Math.min(parseInt(req.query.limit, 10) || 50, 200);\n\n const where = {};\n\n if (status) where.status = status;\n if (type) where.type = type;\n if (source) where.source = source;\n if (recipient) where.recipient = { contains: recipient, mode: 'insensitive' };\n if (tag) where.tags = { some: { name: tag } };\n if (search) {\n where.OR = [\n { rawMessage: { contains: search, mode: 'insensitive' } },\n { recipient: { contains: search, mode: 'insensitive' } },\n ];\n }\n if (dateFrom || dateTo) {\n where.date = {};\n if (dateFrom) where.date.gte = new Date(dateFrom);\n if (dateTo) where.date.lte = new Date(dateTo);\n }\n\n const allowedSortFields = ['date', 'amount', 'balance', 'recipient', 'type', 'source', 'createdAt', 'status'];\n const orderField = allowedSortFields.includes(sortBy) ? sortBy : 'createdAt';\n const orderDir = sortDir === 'asc' ? 'asc' : 'desc';\n\n const skip = (parseInt(page, 10) - 1) * limit;\n\n const [payments, total] = await Promise.all([\n prisma.payment.findMany({\n where,\n include: { tags: true },\n orderBy: { [orderField]: orderDir },\n skip,\n take: limit,\n }),\n prisma.payment.count({ where }),\n ]);\n\n res.json({ payments, total, page: parseInt(page, 10), limit });\n } catch (err) {\n console.error('List error:', err);\n res.status(500).json({ error: 'Failed to list payments' });\n }\n});\n\n// ── Get filter options ────────────────────────────────────────────────────────\nrouter.get('/meta/filters', async (_req, res) => {\n try {\n const [types, recipients, tags, sources] = await Promise.all([\n prisma.payment.findMany({ distinct: ['type'], select: { type: true }, where: { type: { not: null } } }),\n prisma.payment.findMany({ distinct: ['recipient'], select: { recipient: true }, where: { recipient: { not: null } } }),\n prisma.tag.findMany({ orderBy: { name: 'asc' } }),\n prisma.payment.findMany({ distinct: ['source'], select: { source: true } }),\n ]);\n\n res.json({\n types: types.map(t => t.type),\n recipients: recipients.map(r => r.recipient),\n tags,\n sources: sources.map(s => s.source),\n });\n } catch (err) {\n res.status(500).json({ error: 'Failed to get filters' });\n }\n});\n\n// ── Get all tags ──────────────────────────────────────────────────────────────\nrouter.get('/meta/tags', async (_req, res) => {\n try {\n const tags = await prisma.tag.findMany({ orderBy: { name: 'asc' } });\n res.json(tags);\n } catch (err) {\n res.status(500).json({ error: 'Failed to list tags' });\n }\n});\n\n// ── Get single payment ────────────────────────────────────────────────────────\nrouter.get('/:id', async (req, res) => {\n const id = parseId(req.params.id);\n if (id === null) return res.status(400).json({ error: 'Invalid id' });\n\n try {\n const payment = await prisma.payment.findUnique({\n where: { id },\n include: { tags: true },\n });\n if (!payment) return res.status(404).json({ error: 'Not found' });\n res.json(payment);\n } catch (err) {\n console.error('Get error:', err);\n res.status(500).json({ error: 'Failed to get payment' });\n }\n});\n\n// ── Update payment metadata (status) ─────────────────────────────────────────\nrouter.patch('/:id', async (req, res) => {\n const id = parseId(req.params.id);\n if (id === null) return res.status(400).json({ error: 'Invalid id' });\n\n try {\n const { status } = req.body;\n const data = {};\n\n if (status) {\n const validStatuses = ['UNPROCESSED', 'SENT', 'SKIPPED'];\n if (!validStatuses.includes(status)) {\n return res.status(400).json({ error: `Invalid status. Must be one of: ${validStatuses.join(', ')}` });\n }\n data.status = status;\n }\n\n if (Object.keys(data).length === 0) {\n return res.status(400).json({ error: 'No valid fields to update' });\n }\n\n const updated = await prisma.payment.update({\n where: { id },\n data,\n include: { tags: true },\n });\n res.json(updated);\n } catch (err) {\n if (err.code === 'P2025') return res.status(404).json({ error: 'Not found' });\n console.error('Update error:', err);\n res.status(500).json({ error: 'Failed to update payment' });\n }\n});\n\n// ── Delete payment ───────────────────────────────────────────────────────────\nrouter.delete('/:id', async (req, res) => {\n const id = parseId(req.params.id);\n if (id === null) return res.status(400).json({ error: 'Invalid id' });\n\n try {\n await prisma.payment.delete({ where: { id } });\n res.json({ success: true });\n } catch (err) {\n if (err.code === 'P2025') return res.status(404).json({ error: 'Not found' });\n console.error('Delete error:', err);\n res.status(500).json({ error: 'Failed to delete payment' });\n }\n});\n\n// ── Send notification (mark as SENT + call notifier service) ─────────────────\nrouter.post('/:id/send', async (req, res) => {\n const id = parseId(req.params.id);\n if (id === null) return res.status(400).json({ error: 'Invalid id' });\n\n try {\n const payment = await prisma.payment.findUnique({ where: { id } });\n if (!payment) return res.status(404).json({ error: 'Not found' });\n if (payment.status !== 'UNPROCESSED') {\n return res.status(409).json({ error: `Payment is already ${payment.status.toLowerCase()}` });\n }\n\n await sendNotification(payment);\n\n const updated = await prisma.payment.update({\n where: { id },\n data: { status: 'SENT', notifiedAt: new Date() },\n include: { tags: true },\n });\n\n res.json(updated);\n } catch (err) {\n console.error('Send error:', err);\n res.status(500).json({ error: 'Failed to send notification' });\n }\n});\n\n// ── Skip notification (mark as SKIPPED) ──────────────────────────────────────\nrouter.post('/:id/skip', async (req, res) => {\n const id = parseId(req.params.id);\n if (id === null) return res.status(400).json({ error: 'Invalid id' });\n\n try {\n const payment = await prisma.payment.findUnique({ where: { id } });\n if (!payment) return res.status(404).json({ error: 'Not found' });\n if (payment.status !== 'UNPROCESSED') {\n return res.status(409).json({ error: `Payment is already ${payment.status.toLowerCase()}` });\n }\n\n const updated = await prisma.payment.update({\n where: { id },\n data: { status: 'SKIPPED' },\n include: { tags: true },\n });\n res.json(updated);\n } catch (err) {\n console.error('Skip error:', err);\n res.status(500).json({ error: 'Failed to skip payment' });\n }\n});\n\n// ── Add tag to payment ────────────────────────────────────────────────────────\nrouter.post('/:id/tags', async (req, res) => {\n const id = parseId(req.params.id);\n if (id === null) return res.status(400).json({ error: 'Invalid id' });\n\n try {\n const { name, color } = req.body;\n if (!name) return res.status(400).json({ error: 'tag name is required' });\n\n const tag = await prisma.tag.upsert({\n where: { name },\n update: {},\n create: { name, color: color || '#6b7280' },\n });\n\n const updated = await prisma.payment.update({\n where: { id },\n data: { tags: { connect: { id: tag.id } } },\n include: { tags: true },\n });\n\n res.json(updated);\n } catch (err) {\n console.error('Tag error:', err);\n res.status(500).json({ error: 'Failed to add tag' });\n }\n});\n\n// ── Remove tag from payment ───────────────────────────────────────────────────\nrouter.delete('/:id/tags/:tagId', async (req, res) => {\n const id = parseId(req.params.id);\n const tagId = parseId(req.params.tagId);\n if (id === null || tagId === null) return res.status(400).json({ error: 'Invalid id' });\n\n try {\n const updated = await prisma.payment.update({\n where: { id },\n data: { tags: { disconnect: { id: tagId } } },\n include: { tags: true },\n });\n res.json(updated);\n } catch (err) {\n console.error('Remove tag error:', err);\n res.status(500).json({ error: 'Failed to remove tag' });\n }\n});\n\nmodule.exports = router;","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"upload.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"upload.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"89 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"const express = require('express');\nconst multer = require('multer');\nconst { PrismaClient } = require('@prisma/client');\nconst { parseDskCsv } = require('../csvParser');\n\nconst router = express.Router();\nconst prisma = new PrismaClient();\n\nconst upload = multer({\n storage: multer.memoryStorage(),\n limits: { fileSize: 10 * 1024 * 1024, files: 10 },\n fileFilter: (_req, file, cb) => {\n if (file.mimetype === 'text/csv' || file.originalname.toLowerCase().endsWith('.csv')) {\n cb(null, true);\n } else {\n cb(new Error('Only CSV files are accepted'));\n }\n },\n});\n\n// POST /api/upload/csv\n// Accepts 1-10 CSV files, parses them, stores to DB with source=UPLOAD.\n// Returns { imported, skipped, errors, payments[] }\nrouter.post('/csv', upload.array('files', 10), async (req, res) => {\n if (!req.files || req.files.length === 0) {\n return res.status(400).json({ error: 'No files uploaded' });\n }\n\n const allRows = [];\n const allErrors = [];\n let totalSkipped = 0;\n\n for (const file of req.files) {\n try {\n const { rows, skipped, errors } = await parseDskCsv(file.buffer);\n allRows.push(...rows);\n totalSkipped += skipped;\n allErrors.push(...errors.map(e => `${file.originalname}: ${e}`));\n } catch (err) {\n allErrors.push(`${file.originalname}: ${err.message}`);\n }\n }\n\n if (allRows.length === 0) {\n return res.status(422).json({\n error: 'No importable rows found',\n skipped: totalSkipped,\n errors: allErrors,\n });\n }\n\n const created = [];\n\n for (const row of allRows) {\n const { autoTags, ...paymentData } = row;\n try {\n const tagConnects = [];\n for (const tagName of autoTags) {\n const tag = await prisma.tag.upsert({\n where: { name: tagName },\n update: {},\n create: { name: tagName, color: '#6b7280' },\n });\n tagConnects.push({ id: tag.id });\n }\n\n const payment = await prisma.payment.create({\n data: {\n ...paymentData,\n ...(tagConnects.length ? { tags: { connect: tagConnects } } : {}),\n },\n include: { tags: true },\n });\n created.push(payment);\n } catch (err) {\n allErrors.push(`Row insert failed: ${err.message}`);\n }\n }\n\n res.status(201).json({\n imported: created.length,\n skipped: totalSkipped,\n errors: allErrors,\n payments: created,\n });\n});\n\nmodule.exports = router;","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Update Todos","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Create folder structure and root config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend Prisma schema and migration","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend package.json and Dockerfile","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend src files (auth, parser, csvParser, index)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend routes (payments.js, upload.js)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend React components","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Build and verify with docker compose","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Now writing all frontend config files:","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"package.json","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"package.json","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"24 lines","depth":24,"on_screen":false,"role_description":"text"}]...
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Claude Code
Containers
EXPLORER
EXPLORER
Explorer Section: finance [SSH: nas]
Explorer Section: finance [SSH: nas]
FINANCE [SSH: NAS]
auth
dsk-uploader
finance-hub
backend
frontend
.env
.env.example
.gitignore
docker-compose.yml
payments-logger
Outline Section
OUTLINE
OUTLINE
Timeline Section
TIMELINE
TIMELINE
docker-compose.yml, Editor Group 1
.env, Editor Group 1
report(1).csv, Editor Group 1
report(2).csv, Editor Group 1
"Дата","Основание","Наредител/Получател","Номер сметка на наредителя / получателя","Вид на трансакцията","Свързваща референция","Валутен курс","Сума във валутата на превода","Дебит EUR","Кредит EUR"
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:46<br/>Авт. код: 36C1UB","","","","","","","5,02",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:36<br/>Авт. код: 5CK9TB","","","","","","","15,46",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:07<br/>Авт. код: 8FK4TB","","","","","","","9,04",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 08.05.2026 19:32<br/>Авт. код: 6NM31C<br/>Номер на у-во: V5411421","BGR SOFIYA LIDL BALGARIYA EOOD UL TODOR","","КАРТОВА ОПЕРАЦИЯ","","","","67,81",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 07.05.2026 09:02<br/>Авт. код: 7NE8N7<br/>Номер на у-во: 10101446","BGR SOFIA CBA EKO MARKET","","КАРТОВА ОПЕРАЦИЯ","","","","5,51",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 06.05.2026 13:16<br/>Авт. код: 1TV886<br/>Номер на у-во: 06030191","POL BALICE Lagardere Travel R KR3","","КАРТОВА ОПЕРАЦИЯ","","","","5,49",""
"Дата","Основание","Наредител/Получател","Номер сметка на наредителя / получателя","Вид на трансакцията","Свързваща референция","Валутен курс","Сума във валутата на превода","Дебит EUR","Кредит EUR"
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:46<br/>Авт. код: 36C1UB","","","","","","","5,02",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:36<br/>Авт. код: 5CK9TB","","","","","","","15,46",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:07<br/>Авт. код: 8FK4TB","","","","","","","9,04",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 08.05.2026 19:32<br/>Авт. код: 6NM31C<br/>Номер на у-во: V5411421","BGR SOFIYA LIDL BALGARIYA EOOD UL TODOR","","КАРТОВА ОПЕРАЦИЯ","","","","67,81",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 07.05.2026 09:02<br/>Авт. код: 7NE8N7<br/>Номер на у-во: 10101446","BGR SOFIA CBA EKO MARKET","","КАРТОВА ОПЕРАЦИЯ","","","","5,51",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 06.05.2026 13:16<br/>Авт. код: 1TV886<br/>Номер на у-во: 06030191","POL BALICE Lagardere Travel R KR3","","КАРТОВА ОПЕРАЦИЯ","","","","5,49",""
Design new payment-logge…, Editor Group 2
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Ln 8, Col 1
Info: Setting up SSH Host nas: Setting up SSH tunnel
Design new payment-logger and dsk-uploader hybrid app
Session history
New session
Message actions
payments.js
payments.js
ets create a new app that should be combination of payment-logger and dsk-uploader. It should have authorization via authentik (auth folder). All three folders (payment-logger, dsk-uploader and auth) are just refference these will be removed later. Auth project is separated it lives on its own. First reveiw them and see how these should be combined. It will be whole new app (also the folder name). Think very carefully of whatr these two apps do and how cold they be combined. THerer should be common db and uploader should store data the same way the /ingest does. It should be properly marked in UI if it is upload or ingest or both. FIrst think of tech stack and plan carefully.
Thinking
Thinking
I'll explore all three reference projects in parallel to understand their structure before planning.
Agent:
Explore payment-logger app structure and functionality
IN
Explore the /volume2/docker/finance/payments-logger directory thoroughly. I need to understand:
1. Tech stack (frontend framework, backend framework, database)
2. What the app does - its core purpose and features
3. Database schema - all tables, relationships
4. API routes - all endpoints, their purpose and request/response shapes
5. How data flows (ingest, storage, retrieval)
6. Any auth/middleware setup
7. Docker/deployment setup
8. Key files and their roles
Report with: directory structure, tech stack summary, database schema details, all API endpoints listed, UI features, and how data is ingested. Be thorough on the /ingest endpoint specifically.
Agent:
Explore dsk-uploader app structure and functionality
IN
Explore the /volume2/docker/finance/dsk-uploader directory thoroughly. I need to understand:
1. Tech stack (frontend framework, backend framework, database)
2. What the app does - its core purpose and features
3. Database schema - all tables, relationships
4. API routes - all endpoints, their purpose and request/response shapes
5. How file uploads work - what files, what format, how parsed
6. Any auth/middleware setup
7. Docker/deployment setup
8. Key files and their roles
Report with: directory structure, tech stack summary, database schema details, all API endpoints listed, UI features, how file upload parsing works, and what data is extracted from uploads. Be very thorough about the data model and what fields are stored.
Agent:
Explore auth folder and authentik integration
IN
Explore the /volume2/docker/finance/auth directory thoroughly. I need to understand:
1. What auth system is being used (Authentik)
2. How authentication/authorization is implemented - OAuth2, OIDC, session tokens, JWT?
3. Middleware - how is auth enforced on routes?
4. Any frontend auth flow - login redirect, token handling, protected routes
5. Environment variables related to auth
6. Docker/deployment setup for the auth service itself
7. Any example of how other apps integrate with this auth
Report with: directory structure, auth flow description, middleware code, environment variable names, and integration patterns. This is a reference for building auth into a new combined app.
Message actions
payments.js
payments.js
continue
Thinking
Thinking
Launching parallel exploration of all three reference projects.
Agent:
Explore payment-logger app structure
IN
Explore the /volume2/docker/finance/payments-logger directory thoroughly. I need to understand:
1. Full directory structure (tree)
2. Tech stack (frontend framework, backend framework, database, etc.)
3. What the app does - its core functionality
4. How data is ingested (look at /ingest route especially)
5. Database schema (what tables/collections exist)
6. API routes and their purposes
7. Frontend pages and components
8. Docker setup
9. Any auth/session handling
Please read key files: package.json files, main entry points, route files, database schema files, docker-compose.yml, and any frontend components. Be thorough - I need a complete picture to plan a new combined app.
Agent:
Explore dsk-uploader app structure
IN
Explore the /volume2/docker/finance/dsk-uploader directory thoroughly. I need to understand:
1. Full directory structure (tree)
2. Tech stack (frontend framework, backend framework, database, etc.)
3. What the app does - its core functionality
4. How file uploads work (what format, what processing happens)
5. Database schema (what tables/collections exist)
6. API routes and their purposes
7. Frontend pages and components
8. Docker setup
9. Any auth/session handling
Please read key files: package.json files, main entry points, route files, database schema files, docker-compose.yml, and any frontend components. Be thorough - I need a complete picture to plan a new combined app.
Agent:
Explore auth project structure
IN
Explore the /volume2/docker/finance/auth directory thoroughly. I need to understand:
1. Full directory structure (tree)
2. What authentication system is used (authentik integration details)
3. How OAuth/OIDC flow works
4. Any middleware or helper functions for protecting routes
5. Session management approach
6. How frontend handles auth state
7. Any example of how other apps integrate with this auth system
8. Docker setup and environment variables
Please read all files carefully - this auth system will be integrated into a new combined app. I need to understand exactly how to use it.
Thinking
Thinking
Now I have a complete picture of all three. Let me design the plan.
Agent:
Design combined app architecture
IN
Design a detailed implementation plan for a new combined web app that merges two existing applications. Here is full context:
---
## App 1: payments-logger (Node.js)
- **Purpose**: Ingest Bulgarian bank SMS → parse → store in PostgreSQL → review/tag/notify in React UI
- **Stack**: Node.js 20 + Express + Prisma 5 + PostgreSQL 16 + React 18 + Vite + Tailwind CSS
- **Auth**: Custom JWT (bcryptjs + jose), tokens in localStorage
- **Ingest**: POST /api/payments/ingest (public) — SMS text OR structured JSON (Apple Wallet)
- **Schema** (PostgreSQL via Prisma):
- `payments` table: id, raw_message, date, type (POS/ATM/INTERNET/ECOM/P2P/WALLET), card, recipient, amount, balance, status (UNPROCESSED/SENT/SKIPPED), notifyPhone, notifiedAt, created_at, updated_at
- `tags` table: id, name, color — M2M with payments via `_PaymentToTag`
- `users` table: id, username, hashed_password (this will be REMOVED)
- **UI**: Single-page React app — PaymentTable (sortable, filterable, taggable), FilterBar, status actions (send/skip), notification system
- **Parser** (backend/src/parser.js): Regex parser for Bulgarian DSK Bank SMS, extracts date/time (DD/MM/YYYY HH:MM), card mask, transaction type, recipient, amount, balance
## App 2: dsk-uploader (Python/Flask)
- **Purpose**: Upload DSK bank CSV exports → parse/normalize → upload to Notion database
- **Stack**: Python 3.11 + Flask + Pandas + Custom Notion SDK + Bootstrap 5
- **Auth**: None (open)
- **CSV format** (DSK Bank Bulgarian format, columns):
- `Дата` (date, DD.MM.YYYY)
- `Вид на трансакцията` (transaction type, Bulgarian)
- `Основание` (reason/description — contains card number regex: `^\d{6}x{6}\d{4}$`)
- `Дебит BGN` (debit amount, may be empty)
- `Кредит BGN` (credit amount, may be empty)
- `Наредител/Получател` (orderer/recipient name)
- `Номер сметка на наредителя / получателя` (account number)
- **Processing**: merge multiple CSVs, normalize dates, extract card numbers from reason via regex, auto-generate tags (keyword heuristics: ЗАПЛАТА→Salary, NETFLIX→Subscriptions, etc.), filter internal transfers
- **Output**: Notion database pages (this will be REPLACED with local PostgreSQL)
## App 3: auth (Authentik)
- **Mode**: Proxy mode via NPM (forward auth)
- **How it works**: NPM intercepts all requests, calls Authentik outpost's auth endpoint. On success, NPM injects headers into proxied request:
- `X-authentik-username`
- `X-authentik-email`
- `X-authentik-groups`
- **No code integration needed** in the app itself — just trust these headers from NPM
- **Logout**: Redirect user to `/outpost.goauthentik.io/sign_out`
---
## What the New Combined App Must Do
1. **Single PostgreSQL database** for all transactions
2. **SMS Ingest** (public endpoint) — same as payments-logger /ingest, source=INGEST
3. **CSV Upload** (authenticated) — parse DSK CSV files, store transactions with source=UPLOAD into the same DB schema
4. **Unified UI** — show all payments in one table regardless of source
5. **Source indicator** in UI — badge showing "INGEST", "UPLOAD", or "BOTH" (if duplicate detection added)
6. **Source filter** in FilterBar — filter by All/Ingest/Upload
7. **Authentik auth** — remove custom JWT entirely; trust X-authentik-* headers from NPM
8. **All existing payments-logger features**: tagging, send notification, skip, status tracking, filters, sorting, pagination
9. **Remove Notion dependency entirely** — all data stays in local PostgreSQL
---
## Technical Constraints
- Keep Node.js backend (not Python) — extend payments-logger's stack
- CSV parsing: use `csv-parse` npm package (handles encoding, streaming)
- File upload: use `multer` npm middleware
- Auth middleware: read X-authentik-username header, 401 if missing (but /api/payments/ingest stays public)
- Add `source` enum field (INGEST/UPLOAD) to payments schema
- Add `currency` field (EUR for SMS ingest, BGN for CSV uploads) — or just store as-is
- Remove `users` table from schema
---
## Please Design
1. Complete folder structure for the new app (suggest name: "finance-hub" or similar — note this is a placeholder, user will confirm)
2. Prisma schema with new fields (`source`, `currency`)
3. All backend API routes
4. CSV parser design in Node.js (port of the Python logic)
5. Authentik auth middleware
6. Frontend component structure (React) — what's reused from payments-logger, what's new
7. Docker Compose setup
8. Environment variables needed
9. Step-by-step implementation order
10. Verification checklist
Be specific about file paths and code structure. This will be used to write actual implementation code.
Thinking
Thinking
Good plan. Let me ask the one thing I need before writing the final plan.
AskUserQuestion
OUT
User has answered your questions: "What should the new combined app be called? This will be the folder name under /volume2/docker/finance/ and the app branding."="finance-hub". You can now continue with the user's answers in mind.
Thinking
Thinking
Writing the final plan now.
Thinking
Thinking
Write
ets-create-a-new-generic-sun.md
ets-create-a-new-generic-sun.md
326 lines
# finance-hub — Implementation Plan
## Context
Two separate finance apps exist as references and will be retired:
- **payments-logger** (Node.js/React): Ingests Bulgarian bank SMS notifications, stores payments in PostgreSQL, provides a review/tag/notify UI.
- **dsk-uploader** (Python/Flask): Uploads DSK bank CSV exports, parses them, sends to Notion.
The new app **finance-hub** (`/volume2/docker/finance/finance-hub/`) replaces both with a single unified system: all transactions (SMS-ingested and CSV-uploaded) land in one PostgreSQL database and one React UI. Authentication is delegated entirely to Authentik (proxy mode via NPM — no custom JWT).
---
## Tech Stack
| Layer | Choice | Rationale |
|-------|--------|-----------|
| Backend | Node.js 20 + Express + Prisma 5 | Extends payments-logger; no Python needed |
| CSV parsing | `csv-parse` + `iconv-lite` | Handles Bulgarian cp1251 encoding, RFC4180 quoted fields |
| File upload | `multer` (memory storage) | Bank CSVs are small (<500 KB), no disk cleanup needed |
| Database | PostgreSQL 16 | Same as payments-logger |
| Frontend | React 18 + Vite + Tailwind CSS + Lucide React | Same as payments-logger |
| Auth | Authentik proxy via NPM headers | No custom JWT; removes users table entirely |
| Container | Docker Compose | Same pattern as both reference apps |
**Removed vs payments-logger:** `bcryptjs`, `jose`, `users` table, login form, JWT storage.
**Removed vs dsk-uploader:** Python/Flask, Pandas, Notion SDK, all Notion references.
**Added:** `csv-parse`, `iconv-lite`, `multer`, `source` + `currency` fields, `UploadPanel` component.
---
## Folder Structure
```
/volume2/docker/finance/finance-hub/
├── docker-compose.yml
├── .env
├── .env.example
├── .gitignore
├── backend/
│ ├── Dockerfile
│ ├── package.json
│ ├── prisma/
│ │ ├── schema.prisma
│ │ └── migrations/
│ │ ├── migration_lock.toml
│ │ └── 20260508_init/
│ │ └── migration.sql
│ └── src/
│ ├── index.js ← entry point (Authentik middleware wired here)
│ ├── auth.js ← Authentik header middleware (replaces JWT auth)
│ ├── parser.js ← SMS parser (copy verbatim from payments-logger)
│ ├── csvParser.js ← NEW: DSK CSV parser (port of Python dskuploader.py)
│ └── routes/
│ ├── payments.js ← existing routes + source/currency additions
│ └── upload.js ← NEW: POST /api/upload/csv
└── frontend/
├── Dockerfile
├── package.json
├── vite.config.js
├── tailwind.config.js
├── postcss.config.js
├── index.html
└── src/
├── main.jsx ← remove AuthProvider wrapper
├── index.css
├── App.jsx ← remove auth state, add Upload tab toggle
└── components/
├── FilterBar.jsx ← add source filter select
├── PaymentTable.jsx ← add Source badge column + currency display
├── PaymentCard.jsx ← minor source badge addition
├── PaymentList.jsx ← unchanged
└── UploadPanel.jsx ← NEW: drag-and-drop CSV upload UI
```
---
## Database Schema (Prisma)
File: `backend/prisma/schema.prisma`
```prisma
generator client {
provider = "prisma-client-js"
}
datasource db {
provider = "postgresql"
url = env("DATABASE_URL")
}
model Payment {
id Int @id @default(autoincrement())
rawMessage String @map("raw_message")
date DateTime?
type String?
card String?
recipient String?
amount Float?
currency String? @default("EUR")
balance Float?
source Source @default(INGEST)
status Status @default(UNPROCESSED)
tags Tag[]
notifiedAt DateTime? @map("notified_at")
notifyPhone String? @map("notify_phone")
debitBgn Float? @map("debit_bgn")
creditBgn Float? @map("credit_bgn")
transactionType String? @map("transaction_type")
payerAccount String? @map("payer_account")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @updatedAt @map("updated_at")
@@map("payments")
}
model Tag {
id Int @id @default(autoincrement())
name String @unique
color String @default("#6b7280")
payments Payment[]
@@map("tags")
}
enum Status { UNPROCESSED SENT SKIPPED }
enum Source { INGEST UPLOAD }
```
**Key decisions:**
- No `User` model — Authentik owns identity.
- `currency`: `EUR` for SMS ingest, `BGN` for CSV uploads.
- `debitBgn`, `creditBgn`, `transactionType`, `payerAccount`: nullable CSV-only columns; INGEST rows store nulls. Avoids a union query for the unified list view.
- `balance` is always null for CSV rows (DSK export does not include running balance).
- Fresh consolidated migration — no data migration from reference apps required.
---
## API Routes
| Method | Path | Auth | Description |
|--------|------|------|-------------|
| GET | /api/health | public | Health check |
| POST | /api/payments/ingest | public | SMS or structured ingest (source=INGEST) |
| GET | /api/payments | required | List with filters/sort/pagination (+ source filter) |
| GET | /api/payments/meta/tags | required | All tags |
| GET | /api/payments/meta/filters | required | Filter options incl. `sources` array |
| GET | /api/payments/:id | required | Single payment |
| PATCH | /api/payments/:id | required | Update status |
| DELETE | /api/payments/:id | required | Delete |
| POST | /api/payments/:id/send | required | Send notification |
| POST | /api/payments/:id/skip | required | Skip |
| POST | /api/payments/:id/tags | required | Add/upsert tag |
| DELETE | /api/payments/:id/tags/:tagId | required | Remove tag |
| POST | /api/upload/csv | required | DSK CSV file upload (source=UPLOAD) |
---
## Key Implementation Details
### auth.js (replaces entire old auth module)
```js
const PUBLIC_PATHS = new Set(['/api/health', '/api/payments/ingest']);
function authentikMiddleware(req, res, next) {
if (PUBLIC_PATHS.has(req.path)) return next();
const username = req.headers['x-authentik-username'];
if (!username) return res.status(401).json({ error: 'Unauthorized' });
req.user = {
username,
email: req.headers['x-authentik-email'] || null,
groups: (req.headers['x-authentik-groups'] || '').split(',').map(g => g.trim()).filter(Boolean),
};
next();
}
module.exports = { authentikMiddleware };
```
### csvParser.js (port of dskuploader.py)
- `iconv-lite` decodes buffer as cp1251 (DSK Bank export encoding), falls back to UTF-8
- `csv-parse` parses the decoded text with `columns: true`
- Columns: `Дата`, `Вид на трансакцията`, `Основание`, `Дебит BGN`, `Кредит BGN`, `Наредител/Получател`, `Номер сметка на наредителя / получателя`
- Card extraction: regex `/^\d{6}x{6}\d{4}$/` on first token of `Основание`
- Skips rows where `Вид на трансакцията === 'ТРАНСФЕР СОБСТВЕНИ СМЕТКИ'`
- Auto-tags via keyword rules (ЗАПЛАТА→Salary, LIDL→Groceries, NETFLIX→Subscriptions, etc.) — same logic as Python `generate_tags()`
- Returns `{ rows: PaymentData[], skipped: number, errors: string[] }`
### payments.js changes from payments-logger
1. Add `source: 'INGEST'` and `currency` to the `/ingest` create call
2. Add `source` to the `GET /` where clause filter
3. Add `sources` to `meta/filters` response
4. Currency-aware amount formatting in notification message
5. Remove all JWT/auth references (no `/auth/register`, `/auth/login`)
### upload.js (new)
- `multer` memory storage, max 10 files × 10 MB
- Calls `parseDskCsv(buffer)` per file
- Upserts tags via `prisma.tag.upsert` then connects
- Returns `{ imported, skipped, errors, payments[] }`
### Frontend changes
- **Delete**: `auth.js`, `AuthProvider.jsx`
- **main.jsx**: Remove `<AuthProvider>` wrapper
- **App.jsx**: Replace `authFetch` with plain `fetch` (Authentik session cookie travels automatically); logout → `window.location.href = '/outpost.goauthentik.io/sign_out'`; add "Payments" / "Upload CSV" tab toggle
- **FilterBar.jsx**: Add source `<select>` (All / SMS Ingest / CSV Upload); widen grid to 5 cols
- **PaymentTable.jsx**: Add `Source` column with `SMS` (indigo) / `CSV` (emerald) badge; show `${amount} ${currency}` in amount cell
- **UploadPanel.jsx** (new): Drag-and-drop zone + file list + import button + result summary with error accordion; calls `POST /api/upload/csv` with `FormData`
---
## Docker Compose
```yaml
services:
db:
image: postgres:16-alpine
environment: { POSTGRES_USER: finance, POSTGRES_PASSWORD: [PASSWORD] POSTGRES_DB: finance_hub }
volumes: [pgdata:/var/lib/postgresql/data]
healthcheck: { test: pg_isready -U finance -d finance_hub, interval: 5s }
backend:
build: ./backend
environment:
DATABASE_URL: [CONNECTION_STRING]
PORT: "3001"
NOTIFIER_URL: ${NOTIFIER_URL}
NOTIFIER_CHANNEL: ${NOTIFIER_CHANNEL:-viber}
NOTIFY_DEFAULT_PHONE: ${NOTIFY_DEFAULT_PHONE}
TZ: ${TZ:-Europe/Sofia}
ports: ["${BACKEND_PORT:-3001}:3001"]
depends_on: { db: { condition: service_healthy } }
frontend:
build: ./frontend
ports: ["${FRONTEND_PORT:-5175}:5173"]
depends_on: [backend]
volumes: { pgdata: }
```
**NPM setup:** Frontend port proxied through Authentik forward auth. Backend port exposed separately (unprotected) so the public `/api/payments/ingest` remains reachable by iOS Shortcuts / SMS gateways without login.
---
## Environment Variables (.env)
```bash
[ENV_SECRET]
NOTIFIER_URL=[URL_WITH_CREDENTIALS] @default(autoincrement())
rawMessage String @map("raw_message")
date DateTime?
type String?
card String?
recipient String?
amount Float?
currency String? @default("EUR")
balance Float?
source Source @default(INGEST)
status Status @default(UNPROCESSED)
tags Tag[]
notifiedAt DateTime? @map("notified_at")
notifyPhone String? @map("notify_phone")
debitBgn Float? @map("debit_bgn")
creditBgn Float? @map("credit_bgn")
transactionType String? @map("transaction_type")
payerAccount String? @map("payer_account")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @updatedAt @map("updated_at")
@@map("payments")
}
model Tag {
id Int @id @default(autoincrement())
name String @unique
color String @default("#6b7280")
payments Payment[]
@@map("tags")
}
enum Status {
UNPROCESSED
SENT
SKIPPED
}
enum Source {
INGEST
UPLOAD
}
Write
migration.sql
migration.sql
55 lines
-- CreateEnum
CREATE TYPE "Status" AS ENUM ('UNPROCESSED', 'SENT', 'SKIPPED');
CREATE TYPE "Source" AS ENUM ('INGEST', 'UPLOAD');
-- CreateTable
CREATE TABLE "payments" (
"id" SERIAL PRIMARY KEY,
"raw_message" TEXT NOT NULL,
"date" TIMESTAMP(3),
"type" TEXT,
"card" TEXT,
"recipient" TEXT,
"amount" DOUBLE PRECISION,
"currency" TEXT DEFAULT 'EUR',
"balance" DOUBLE PRECISION,
"source" "Source" NOT NULL DEFAULT 'INGEST',
"status" "Status" NOT NULL DEFAULT 'UNPROCESSED',
"notified_at" TIMESTAMP(3),
"notify_phone" TEXT,
"debit_bgn" DOUBLE PRECISION,
"credit_bgn" DOUBLE PRECISION,
"transaction_type" TEXT,
"payer_account" TEXT,
"created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP
);
-- CreateTable
CREATE TABLE "tags" (
"id" SERIAL PRIMARY KEY,
"name" TEXT NOT NULL,
"color" TEXT NOT NULL DEFAULT '#6b7280'
);
-- CreateUniqueIndex
CREATE UNIQUE INDEX "tags_name_key" ON "tags"("name");
-- CreateTable (M2M join)
CREATE TABLE "_PaymentToTag" (
"A" INTEGER NOT NULL,
"B" INTEGER NOT NULL,
CONSTRAINT "_PaymentToTag_AB_pkey" PRIMARY KEY ("A", "B")
);
CREATE INDEX "_PaymentToTag_B_index" ON "_PaymentToTag"("B");
-- AddForeignKey
ALTER TABLE "_PaymentToTag"
ADD CONSTRAINT "_PaymentToTag_A_fkey"
FOREIGN KEY ("A") REFERENCES "payments"("id") ON DELETE CASCADE ON UPDATE CASCADE;
ALTER TABLE "_PaymentToTag"
ADD CONSTRAINT "_PaymentToTag_B_fkey"
FOREIGN KEY ("B") REFERENCES "tags"("id") ON DELETE CASCADE ON UPDATE CASCADE;
Write
migration_lock.toml
migration_lock.toml
4 lines
# Please do not edit this file manually
# It should be added in your version-control system (e.g., Git)
provider = "postgresql"
Update Todos
Create folder structure and root config files
Write backend Prisma schema and migration
Write backend package.json and Dockerfile
Write backend src files (auth, parser, csvParser, index)
Write backend routes (payments.js, upload.js)
Write frontend config files
Write frontend React components
Build and verify with docker compose
Write
package.json
package.json
26 lines
{
"name": "finance-hub-backend",
"version": "1.0.0",
"main": "src/index.js",
"scripts": {
"start": "node src/index.js",
"dev": "nodemon src/index.js",
"prisma:generate": "prisma generate",
"prisma:migrate": "prisma migrate deploy"
},
"dependencies": {
"@prisma/client": "^5.22.0",
"cors": "^2.8.5",
"csv-parse": "^5.5.6",
"express": "^4.21.1",
"express-rate-limit": "^7.4.0",
"iconv-lite": "^0.6.3",
"morgan": "^1.10.0",
"multer": "^1.4.5-lts.1"
},
"devDependencies": {
"nodemon": "^3.1.7",
"prisma": "^5.22.0"
}
}
Write
Dockerfile
Dockerfile
18 lines
FROM node:20-alpine
RUN apk add --no-cache openssl
WORKDIR /app
COPY package.json package-lock.json* ./
RUN npm install
COPY prisma ./prisma
RUN npx prisma generate
COPY src ./src
EXPOSE 3001
CMD ["sh", "-c", "npx prisma migrate deploy && node src/index.js"]
Update Todos
Create folder structure and root config files
Write backend Prisma schema and migration
Write backend package.json and Dockerfile
Write backend src files (auth, parser, csvParser, index)
Write backend routes (payments.js, upload.js)
Write frontend config files
Write frontend React components
Build and verify with docker compose
Write
auth.js
auth.js
27 lines
const PUBLIC_PATHS = new Set([
'/api/health',
'/api/payments/ingest',
]);
function authentikMiddleware(req, res, next) {
if (PUBLIC_PATHS.has(req.path)) return next();
const username = req.headers['x-authentik-username'];
if (!username) {
return res.status(401).json({ error: 'Unauthorized — missing Authentik session' });
}
req.user = {
username,
email: req.headers['x-authentik-email'] || null,
groups: (req.headers['x-authentik-groups'] || '')
.split(',')
.map(g => g.trim())
.filter(Boolean),
};
next();
}
module.exports = { authentikMiddleware };
Write
parser.js
parser.js
104 lines
/**
* Parses SMS payment messages from Bulgarian banks (DSK Bank, etc.)
*
* Supported formats:
*
* POS / INTERNET / ECOM / P2P payment:
* DSK Bank. Na DD/MM/YYYY v HH:MM sa plateni AMOUNT CURRENCY s karta CARD na POS s adres: RECIPIENT. Nalichni: BALANCE CURRENCY.
*
* ATM withdrawal:
* DSK Bank. Na DD/MM/YYYY v HH:MM sa iztegleni AMOUNT CURRENCY s karta CARD ot ATM s adres: RECIPIENT. Nalichni: BALANCE CURRENCY.
*
* ATM utility payment (amount may include fee as AMOUNT/FEE):
* DSK Bank. Na DD/MM/YYYY v HH:MM sa plateni AMOUNT CURRENCY/FEE CURRENCY s karta CARD na ATM s adres:RECIPIENT. Nalichni: BALANCE CURRENCY.
*/
const LOCAL_TZ = process.env.TZ || 'Europe/Sofia';
/**
* Convert a local-timezone date/time to a UTC Date object.
* Uses Intl to resolve the actual UTC offset (DST-aware).
*/
function localToUtc(year, month, day, hour, minute) {
const naive = new Date(Date.UTC(year, month - 1, day, hour, minute, 0));
const formatter = new Intl.DateTimeFormat('en-US', {
timeZone: LOCAL_TZ,
year: 'numeric', month: '2-digit', day: '2-digit',
hour: '2-digit', minute: '2-digit', second: '2-digit',
hour12: false,
});
const parts = {};
formatter.formatToParts(naive).forEach(p => { parts[p.type] = p.value; });
const localAtNaive = new Date(Date.UTC(
parseInt(parts.year), parseInt(parts.month) - 1, parseInt(parts.day),
parseInt(parts.hour) % 24, parseInt(parts.minute), parseInt(parts.second),
));
const offsetMs = localAtNaive.getTime() - naive.getTime();
return new Date(Date.UTC(year, month - 1, day, hour, minute, 0) - offsetMs);
}
function parsePaymentSms(message) {
const result = {
rawMessage: message,
date: null,
type: null,
card: null,
recipient: null,
amount: null,
balance: null,
};
// Date and time: "Na DD/MM/YYYY v HH:MM"
const dateMatch = message.match(/Na (\d{2})\/(\d{2})\/(\d{4}) v (\d{2}):(\d{2})/i);
if (dateMatch) {
const [, day, month, year, hour, minute] = dateMatch;
result.date = localToUtc(
parseInt(year), parseInt(month), parseInt(day),
parseInt(hour), parseInt(minute),
);
}
// Card mask: "s karta 400915***4447" or "s karta 483890***7162"
const cardMatch = message.match(/s karta\s+([\d*]+)/i);
if (cardMatch) {
result.card = cardMatch[1];
}
// Transaction type: supports both prepositions
// "na POS" / "na ATM" / "na INTERNET" etc. (payment)
// "ot ATM" (withdrawal)
const typeMatch = message.match(/(?:na|ot)\s+(POS|ATM|INTERNET|ECOM|P2P)\b/i);
if (typeMatch) {
result.type = typeMatch[1].toUpperCase();
}
// Recipient address: "s adres: MERCHANT" or "s adres:MERCHANT" (no space variant)
const recipientMatch = message.match(/s adres:\s*([^.]+)\./i);
if (recipientMatch) {
result.recipient = recipientMatch[1].trim();
}
// Amount: handles both verbs and the AMOUNT/FEE suffix format
// "sa plateni 7.78 EUR"
// "sa iztegleni 400.00 EUR"
// "sa plateni 0.50 EUR/0.50 EUR" → captures 0.50 (the charged amount, ignoring fee)
const amountMatch = message.match(/sa (?:plateni|iztegleni)\s+([\d.,]+)\s+[A-Z]{3}/i);
if (amountMatch) {
result.amount = parseFloat(amountMatch[1].replace(',', '.'));
}
// Balance: "Nalichni: 2583.07 EUR."
const balanceMatch = message.match(/Nalichni:\s*([\d.,]+)\s+[A-Z]{3}/i);
if (balanceMatch) {
result.balance = parseFloat(balanceMatch[1].replace(',', '.'));
}
return result;
}
module.exports = { parsePaymentSms };
Write
csvParser.js
csvParser.js
175 lines
/**
* DSK Bank CSV parser — Node.js port of dskuploader.py
*
* DSK Bank exports use Windows-1251 (cp1251) encoding.
* Each row maps to a Payment record with source=UPLOAD, currency=BGN.
*/
const { parse } = require('csv-parse');
const iconv = require('iconv-lite');
const SKIP_TYPE = 'ТРАНСФЕР СОБСТВЕНИ СМЕТКИ';
const CARD_REGEX = /^\d{6}x{6}\d{4}$/;
const POS_REGEX = /^\s*ПЛАЩАНЕ\s+НА\s+ПОС\s+\d{2}\.\d{2}\.\d{4}\s+\d{2}:\d{2}/;
const COL = {
DATE: 'Дата',
TYPE: 'Вид на трансакцията',
REASON: 'Основание',
DEBIT: 'Дебит BGN',
CREDIT: 'Кредит BGN',
PAYEE: 'Наредител/Получател',
ACCT: 'Номер сметка на наредителя / получателя',
};
const TAG_RULES = [
['reason', 'ЗАПЛАТА', 'Salary'],
['reason', 'ТЕГЛЕНЕ НА ATM', 'ATM'],
['reason', 'ПЛАЩАНЕ ПО ЗАЕМ', 'Home Credit'],
['reason', 'АВТ.ТАКСА ОБСЛУЖВАНЕ', 'Bills'],
['transactionType', 'КОМУНАЛНИ УСЛУГИ', 'Bills'],
['payee', 'VIVACOM', 'Subscriptions'],
['payee', 'Google', 'Subscriptions'],
['payee', 'SkyShowtime', 'Subscriptions'],
['payee', 'NETFLIX', 'Subscriptions'],
['payee', 'LUKOIL', 'Bills'],
['payee', 'CityGate', 'Bills'],
['payee', 'CBA', 'Groceries'],
['payee', 'FANTASTICO', 'Groceries'],
['payee', 'LIDL', 'Groceries'],
];
function parseNum(val) {
if (val == null || val === '') return null;
if (typeof val === 'number') return isNaN(val) ? null : val;
const s = String(val).trim().replace(/\xa0/g, '').replace(/ /g, '').replace(',', '.');
const n = parseFloat(s);
return isNaN(n) ? null : n;
}
function parseDate(val) {
if (!val) return null;
const s = String(val).trim();
const m = s.match(/^(\d{2})\.(\d{2})\.(\d{4})$/);
if (m) {
return new Date(Date.UTC(parseInt(m[3]), parseInt(m[2]) - 1, parseInt(m[1])));
}
return null;
}
function processReasonAndCard(reason) {
if (!reason || typeof reason !== 'string') return { reason: '', card: null };
const parts = reason.trim().split(' ');
let card = null;
let cleanReason = reason.trim();
if (parts[0] && CARD_REGEX.test(parts[0])) {
card = parts[0];
cleanReason = parts.slice(1).join(' ').trim();
}
if (POS_REGEX.test(cleanReason)) {
const posParts = cleanReason.split('<br/>');
try {
const dateTime = posParts[0].split('ПОС ')[1];
cleanReason = `POS PAYMENT ${dateTime}`;
} catch (_) { /* keep original */ }
}
return { reason: cleanReason.replace(/\s+/g, ' ').trim(), card };
}
function generateTags(fields) {
const tags = new Set();
for (const [field, keyword, tagName] of TAG_RULES) {
if ((fields[field] || '').includes(keyword)) {
tags.add(tagName);
}
}
return Array.from(tags);
}
function processRow(row) {
const transactionType = (row[COL.TYPE] || '').trim();
if (transactionType === SKIP_TYPE) return null;
const { reason, card } = processReasonAndCard(row[COL.REASON]);
const payee = (row[COL.PAYEE] || '').trim();
const payerAccount = (row[COL.ACCT] || '').trim();
const debitBgn = parseNum(row[COL.DEBIT]);
const creditBgn = parseNum(row[COL.CREDIT]);
const date = parseDate(row[COL.DATE]);
const autoTags = generateTags({ reason, transactionType, payee, debitBgn, creditBgn });
const amount = debitBgn ?? creditBgn ?? null;
const rawMessage = [
row[COL.DATE] && `Date: ${row[COL.DATE]}`,
transactionType && `Type: ${transactionType}`,
payee && `Payee: ${payee}`,
debitBgn != null && `Debit: ${debitBgn} BGN`,
creditBgn != null && `Credit: ${creditBgn} BGN`,
].filter(Boolean).join(' | ');
return {
rawMessage,
date,
type: null,
card,
recipient: payee || null,
amount,
currency: 'BGN',
balance: null,
source: 'UPLOAD',
debitBgn,
creditBgn,
transactionType: transactionType || null,
payerAccount: payerAccount || null,
autoTags,
};
}
/**
* Parse a Buffer containing a DSK Bank CSV (cp1251 or UTF-8).
* Returns { rows, skipped, errors }.
*/
async function parseDskCsv(buffer) {
// Try cp1251 first (DSK Bank export encoding), fall back to UTF-8
let text = iconv.decode(buffer, 'cp1251');
if (!text.includes(COL.DATE)) {
text = buffer.toString('utf-8');
}
return new Promise((resolve, reject) => {
const rows = [];
const errors = [];
let skipped = 0;
const parser = parse(text, {
columns: true,
skip_empty_lines: true,
trim: true,
relax_column_count: true,
});
parser.on('readable', () => {
let record;
while ((record = parser.read()) !== null) {
try {
const row = processRow(record);
if (row === null) { skipped++; } else { rows.push(row); }
} catch (err) {
errors.push(err.message);
}
}
});
parser.on('error', reject);
parser.on('end', () => resolve({ rows, skipped, errors }));
});
}
module.exports = { parseDskCsv };
Write
index.js
index.js
39 lines
const express = require('express');
const cors = require('cors');
const morgan = require('morgan');
const rateLimit = require('express-rate-limit');
const { authentikMiddleware } = require('./auth');
const paymentsRouter = require('./routes/payments');
const uploadRouter = require('./routes/upload');
const app = expr...
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report(1).csv — finance [SSH: nas]
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Explorer (⇧⌘E)
Search (⇧⌘F)
Source Control (⌃⇧ Explorer (⇧⌘E)
Search (⇧⌘F)
Source Control (⌃⇧G)
Run and Debug (⇧⌘D)
Remote Explorer
Extensions (⇧⌘X) - 2 require update
2
Claude Code
Containers
EXPLORER
EXPLORER
Explorer Section: finance [SSH: nas]
Explorer Section: finance [SSH: nas]
FINANCE [SSH: NAS]
auth
dsk-uploader
finance-hub
backend
frontend
.env
.env.example
.gitignore
docker-compose.yml
payments-logger
Outline Section
OUTLINE
OUTLINE
Timeline Section
TIMELINE
TIMELINE
docker-compose.yml, Editor Group 1
.env, Editor Group 1
report(1).csv, Editor Group 1
report(2).csv, Editor Group 1
"Дата","Основание","Наредител/Получател","Номер сметка на наредителя / получателя","Вид на трансакцията","Свързваща референция","Валутен курс","Сума във валутата на превода","Дебит EUR","Кредит EUR"
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:46<br/>Авт. код: 36C1UB","","","","","","","5,02",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:36<br/>Авт. код: 5CK9TB","","","","","","","15,46",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:07<br/>Авт. код: 8FK4TB","","","","","","","9,04",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 08.05.2026 19:32<br/>Авт. код: 6NM31C<br/>Номер на у-во: V5411421","BGR SOFIYA LIDL BALGARIYA EOOD UL TODOR","","КАРТОВА ОПЕРАЦИЯ","","","","67,81",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 07.05.2026 09:02<br/>Авт. код: 7NE8N7<br/>Номер на у-во: 10101446","BGR SOFIA CBA EKO MARKET","","КАРТОВА ОПЕРАЦИЯ","","","","5,51",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 06.05.2026 13:16<br/>Авт. код: 1TV886<br/>Номер на у-во: 06030191","POL BALICE Lagardere Travel R KR3","","КАРТОВА ОПЕРАЦИЯ","","","","5,49",""
"Дата","Основание","Наредител/Получател","Номер сметка на наредителя / получателя","Вид на трансакцията","Свързваща референция","Валутен курс","Сума във валутата на превода","Дебит EUR","Кредит EUR"
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:46<br/>Авт. код: 36C1UB","","","","","","","5,02",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:36<br/>Авт. код: 5CK9TB","","","","","","","15,46",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:07<br/>Авт. код: 8FK4TB","","","","","","","9,04",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 08.05.2026 19:32<br/>Авт. код: 6NM31C<br/>Номер на у-во: V5411421","BGR SOFIYA LIDL BALGARIYA EOOD UL TODOR","","КАРТОВА ОПЕРАЦИЯ","","","","67,81",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 07.05.2026 09:02<br/>Авт. код: 7NE8N7<br/>Номер на у-во: 10101446","BGR SOFIA CBA EKO MARKET","","КАРТОВА ОПЕРАЦИЯ","","","","5,51",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 06.05.2026 13:16<br/>Авт. код: 1TV886<br/>Номер на у-во: 06030191","POL BALICE Lagardere Travel R KR3","","КАРТОВА ОПЕРАЦИЯ","","","","5,49",""
Design new payment-logge…, Editor Group 2
Problems (⇧⌘M)
PROBLEMS
Output (⇧⌘U)
OUTPUT
Debug Console (⇧⌘Y)
DEBUG CONSOLE
Terminal (⌃`)
TERMINAL
Ports
PORTS
remote SSH: nas
SSH: nas
No Problems
0
0
No Ports Forwarded
0
Notifications
Sign In
Sign In
Plain Text
Editor Language Status: $(copilot) No inline suggestion available, Inline suggestions
CRLF
UTF-8 with BOM
Spaces: 4
Ln 8, Col 1
Info: Setting up SSH Host nas: Setting up SSH tunnel
Design new payment-logger and dsk-uploader hybrid app
Session history
New session
Message actions
payments.js
payments.js
ets create a new app that should be combination of payment-logger and dsk-uploader. It should have authorization via authentik (auth folder). All three folders (payment-logger, dsk-uploader and auth) are just refference these will be removed later. Auth project is separated it lives on its own. First reveiw them and see how these should be combined. It will be whole new app (also the folder name). Think very carefully of whatr these two apps do and how cold they be combined. THerer should be common db and uploader should store data the same way the /ingest does. It should be properly marked in UI if it is upload or ingest or both. FIrst think of tech stack and plan carefully.
Thinking
Thinking
I'll explore all three reference projects in parallel to understand their structure before planning.
Agent:
Explore payment-logger app structure and functionality
IN
Explore the /volume2/docker/finance/payments-logger directory thoroughly. I need to understand:
1. Tech stack (frontend framework, backend framework, database)
2. What the app does - its core purpose and features
3. Database schema - all tables, relationships
4. API routes - all endpoints, their purpose and request/response shapes
5. How data flows (ingest, storage, retrieval)
6. Any auth/middleware setup
7. Docker/deployment setup
8. Key files and their roles
Report with: directory structure, tech stack summary, database schema details, all API endpoints listed, UI features, and how data is ingested. Be thorough on the /ingest endpoint specifically.
Agent:
Explore dsk-uploader app structure and functionality
IN
Explore the /volume2/docker/finance/dsk-uploader directory thoroughly. I need to understand:
1. Tech stack (frontend framework, backend framework, database)
2. What the app does - its core purpose and features
3. Database schema - all tables, relationships
4. API routes - all endpoints, their purpose and request/response shapes
5. How file uploads work - what files, what format, how parsed
6. Any auth/middleware setup
7. Docker/deployment setup
8. Key files and their roles
Report with: directory structure, tech stack summary, database schema details, all API endpoints listed, UI features, how file upload parsing works, and what data is extracted from uploads. Be very thorough about the data model and what fields are stored.
Agent:
Explore auth folder and authentik integration
IN
Explore the /volume2/docker/finance/auth directory thoroughly. I need to understand:
1. What auth system is being used (Authentik)
2. How authentication/authorization is implemented - OAuth2, OIDC, session tokens, JWT?
3. Middleware - how is auth enforced on routes?
4. Any frontend auth flow - login redirect, token handling, protected routes
5. Environment variables related to auth
6. Docker/deployment setup for the auth service itself
7. Any example of how other apps integrate with this auth
Report with: directory structure, auth flow description, middleware code, environment variable names, and integration patterns. This is a reference for building auth into a new combined app.
Message actions
payments.js
payments.js
continue
Thinking
Thinking
Launching parallel exploration of all three reference projects.
Agent:
Explore payment-logger app structure
IN
Explore the /volume2/docker/finance/payments-logger directory thoroughly. I need to understand:
1. Full directory structure (tree)
2. Tech stack (frontend framework, backend framework, database, etc.)
3. What the app does - its core functionality
4. How data is ingested (look at /ingest route especially)
5. Database schema (what tables/collections exist)
6. API routes and their purposes
7. Frontend pages and components
8. Docker setup
9. Any auth/session handling
Please read key files: package.json files, main entry points, route files, database schema files, docker-compose.yml, and any frontend components. Be thorough - I need a complete picture to plan a new combined app.
Agent:
Explore dsk-uploader app structure
IN
Explore the /volume2/docker/finance/dsk-uploader directory thoroughly. I need to understand:
1. Full directory structure (tree)
2. Tech stack (frontend framework, backend framework, database, etc.)
3. What the app does - its core functionality
4. How file uploads work (what format, what processing happens)
5. Database schema (what tables/collections exist)
6. API routes and their purposes
7. Frontend pages and components
8. Docker setup
9. Any auth/session handling
Please read key files: package.json files, main entry points, route files, database schema files, docker-compose.yml, and any frontend components. Be thorough - I need a complete picture to plan a new combined app.
Agent:
Explore auth project structure
IN
Explore the /volume2/docker/finance/auth directory thoroughly. I need to understand:
1. Full directory structure (tree)
2. What authentication system is used (authentik integration details)
3. How OAuth/OIDC flow works
4. Any middleware or helper functions for protecting routes
5. Session management approach
6. How frontend handles auth state
7. Any example of how other apps integrate with this auth system
8. Docker setup and environment variables
Please read all files carefully - this auth system will be integrated into a new combined app. I need to understand exactly how to use it.
Thinking
Thinking
Now I have a complete picture of all three. Let me design the plan.
Agent:
Design combined app architecture
IN
Design a detailed implementation plan for a new combined web app that merges two existing applications. Here is full context:
---
## App 1: payments-logger (Node.js)
- **Purpose**: Ingest Bulgarian bank SMS → parse → store in PostgreSQL → review/tag/notify in React UI
- **Stack**: Node.js 20 + Express + Prisma 5 + PostgreSQL 16 + React 18 + Vite + Tailwind CSS
- **Auth**: Custom JWT (bcryptjs + jose), tokens in localStorage
- **Ingest**: POST /api/payments/ingest (public) — SMS text OR structured JSON (Apple Wallet)
- **Schema** (PostgreSQL via Prisma):
- `payments` table: id, raw_message, date, type (POS/ATM/INTERNET/ECOM/P2P/WALLET), card, recipient, amount, balance, status (UNPROCESSED/SENT/SKIPPED), notifyPhone, notifiedAt, created_at, updated_at
- `tags` table: id, name, color — M2M with payments via `_PaymentToTag`
- `users` table: id, username, hashed_password (this will be REMOVED)
- **UI**: Single-page React app — PaymentTable (sortable, filterable, taggable), FilterBar, status actions (send/skip), notification system
- **Parser** (backend/src/parser.js): Regex parser for Bulgarian DSK Bank SMS, extracts date/time (DD/MM/YYYY HH:MM), card mask, transaction type, recipient, amount, balance
## App 2: dsk-uploader (Python/Flask)
- **Purpose**: Upload DSK bank CSV exports → parse/normalize → upload to Notion database
- **Stack**: Python 3.11 + Flask + Pandas + Custom Notion SDK + Bootstrap 5
- **Auth**: None (open)
- **CSV format** (DSK Bank Bulgarian format, columns):
- `Дата` (date, DD.MM.YYYY)
- `Вид на трансакцията` (transaction type, Bulgarian)
- `Основание` (reason/description — contains card number regex: `^\d{6}x{6}\d{4}$`)
- `Дебит BGN` (debit amount, may be empty)
- `Кредит BGN` (credit amount, may be empty)
- `Наредител/Получател` (orderer/recipient name)
- `Номер сметка на наредителя / получателя` (account number)
- **Processing**: merge multiple CSVs, normalize dates, extract card numbers from reason via regex, auto-generate tags (keyword heuristics: ЗАПЛАТА→Salary, NETFLIX→Subscriptions, etc.), filter internal transfers
- **Output**: Notion database pages (this will be REPLACED with local PostgreSQL)
## App 3: auth (Authentik)
- **Mode**: Proxy mode via NPM (forward auth)
- **How it works**: NPM intercepts all requests, calls Authentik outpost's auth endpoint. On success, NPM injects headers into proxied request:
- `X-authentik-username`
- `X-authentik-email`
- `X-authentik-groups`
- **No code integration needed** in the app itself — just trust these headers from NPM
- **Logout**: Redirect user to `/outpost.goauthentik.io/sign_out`
---
## What the New Combined App Must Do
1. **Single PostgreSQL database** for all transactions
2. **SMS Ingest** (public endpoint) — same as payments-logger /ingest, source=INGEST
3. **CSV Upload** (authenticated) — parse DSK CSV files, store transactions with source=UPLOAD into the same DB schema
4. **Unified UI** — show all payments in one table regardless of source
5. **Source indicator** in UI — badge showing "INGEST", "UPLOAD", or "BOTH" (if duplicate detection added)
6. **Source filter** in FilterBar — filter by All/Ingest/Upload
7. **Authentik auth** — remove custom JWT entirely; trust X-authentik-* headers from NPM
8. **All existing payments-logger features**: tagging, send notification, skip, status tracking, filters, sorting, pagination
9. **Remove Notion dependency entirely** — all data stays in local PostgreSQL
---
## Technical Constraints
- Keep Node.js backend (not Python) — extend payments-logger's stack
- CSV parsing: use `csv-parse` npm package (handles encoding, streaming)
- File upload: use `multer` npm middleware
- Auth middleware: read X-authentik-username header, 401 if missing (but /api/payments/ingest stays public)
- Add `source` enum field (INGEST/UPLOAD) to payments schema
- Add `currency` field (EUR for SMS ingest, BGN for CSV uploads) — or just store as-is
- Remove `users` table from schema
---
## Please Design
1. Complete folder structure for the new app (suggest name: "finance-hub" or similar — note this is a placeholder, user will confirm)
2. Prisma schema with new fields (`source`, `currency`)
3. All backend API routes
4. CSV parser design in Node.js (port of the Python logic)
5. Authentik auth middleware
6. Frontend component structure (React) — what's reused from payments-logger, what's new
7. Docker Compose setup
8. Environment variables needed
9. Step-by-step implementation order
10. Verification checklist
Be specific about file paths and code structure. This will be used to write actual implementation code.
Thinking
Thinking
Good plan. Let me ask the one thing I need before writing the final plan.
AskUserQuestion
OUT
User has answered your questions: "What should the new combined app be called? This will be the folder name under /volume2/docker/finance/ and the app branding."="finance-hub". You can now continue with the user's answers in mind.
Thinking
Thinking
Writing the final plan now.
Thinking
Thinking
Write
ets-create-a-new-generic-sun.md
ets-create-a-new-generic-sun.md
326 lines
# finance-hub — Implementation Plan
## Context
Two separate finance apps exist as references and will be retired:
- **payments-logger** (Node.js/React): Ingests Bulgarian bank SMS notifications, stores payments in PostgreSQL, provides a review/tag/notify UI.
- **dsk-uploader** (Python/Flask): Uploads DSK bank CSV exports, parses them, sends to Notion.
The new app **finance-hub** (`/volume2/docker/finance/finance-hub/`) replaces both with a single unified system: all transactions (SMS-ingested and CSV-uploaded) land in one PostgreSQL database and one React UI. Authentication is delegated entirely to Authentik (proxy mode via NPM — no custom JWT).
---
## Tech Stack
| Layer | Choice | Rationale |
|-------|--------|-----------|
| Backend | Node.js 20 + Express + Prisma 5 | Extends payments-logger; no Python needed |
| CSV parsing | `csv-parse` + `iconv-lite` | Handles Bulgarian cp1251 encoding, RFC4180 quoted fields |
| File upload | `multer` (memory storage) | Bank CSVs are small (<500 KB), no disk cleanup needed |
| Database | PostgreSQL 16 | Same as payments-logger |
| Frontend | React 18 + Vite + Tailwind CSS + Lucide React | Same as payments-logger |
| Auth | Authentik proxy via NPM headers | No custom JWT; removes users table entirely |
| Container | Docker Compose | Same pattern as both reference apps |
**Removed vs payments-logger:** `bcryptjs`, `jose`, `users` table, login form, JWT storage.
**Removed vs dsk-uploader:** Python/Flask, Pandas, Notion SDK, all Notion references.
**Added:** `csv-parse`, `iconv-lite`, `multer`, `source` + `currency` fields, `UploadPanel` component.
---
## Folder Structure
```
/volume2/docker/finance/finance-hub/
├── docker-compose.yml
├── .env
├── .env.example
├── .gitignore
├── backend/
│ ├── Dockerfile
│ ├── package.json
│ ├── prisma/
│ │ ├── schema.prisma
│ │ └── migrations/
│ │ ├── migration_lock.toml
│ │ └── 20260508_init/
│ │ └── migration.sql
│ └── src/
│ ├── index.js ← entry point (Authentik middleware wired here)
│ ├── auth.js ← Authentik header middleware (replaces JWT auth)
│ ├── parser.js ← SMS parser (copy verbatim from payments-logger)
│ ├── csvParser.js ← NEW: DSK CSV parser (port of Python dskuploader.py)
│ └── routes/
│ ├── payments.js ← existing routes + source/currency additions
│ └── upload.js ← NEW: POST /api/upload/csv
└── frontend/
├── Dockerfile
├── package.json
├── vite.config.js
├── tailwind.config.js
├── postcss.config.js
├── index.html
└── src/
├── main.jsx ← remove AuthProvider wrapper
├── index.css
├── App.jsx ← remove auth state, add Upload tab toggle
└── components/
├── FilterBar.jsx ← add source filter select
├── PaymentTable.jsx ← add Source badge column + currency display
├── PaymentCard.jsx ← minor source badge addition
├── PaymentList.jsx ← unchanged
└── UploadPanel.jsx ← NEW: drag-and-drop CSV upload UI
```
---
## Database Schema (Prisma)
File: `backend/prisma/schema.prisma`
```prisma
generator client {
provider = "prisma-client-js"
}
datasource db {
provider = "postgresql"
url = env("DATABASE_URL")
}
model Payment {
id Int @id @default(autoincrement())
rawMessage String @map("raw_message")
date DateTime?
type String?
card String?
recipient String?
amount Float?
currency String? @default("EUR")
balance Float?
source Source @default(INGEST)
status Status @default(UNPROCESSED)
tags Tag[]
notifiedAt DateTime? @map("notified_at")
notifyPhone String? @map("notify_phone")
debitBgn Float? @map("debit_bgn")
creditBgn Float? @map("credit_bgn")
transactionType String? @map("transaction_type")
payerAccount String? @map("payer_account")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @updatedAt @map("updated_at")
@@map("payments")
}
model Tag {
id Int @id @default(autoincrement())
name String @unique
color String @default("#6b7280")
payments Payment[]
@@map("tags")
}
enum Status { UNPROCESSED SENT SKIPPED }
enum Source { INGEST UPLOAD }
```
**Key decisions:**
- No `User` model — Authentik owns identity.
- `currency`: `EUR` for SMS ingest, `BGN` for CSV uploads.
- `debitBgn`, `creditBgn`, `transactionType`, `payerAccount`: nullable CSV-only columns; INGEST rows store nulls. Avoids a union query for the unified list view.
- `balance` is always null for CSV rows (DSK export does not include running balance).
- Fresh consolidated migration — no data migration from reference apps required.
---
## API Routes
| Method | Path | Auth | Description |
|--------|------|------|-------------|
| GET | /api/health | public | Health check |
| POST | /api/payments/ingest | public | SMS or structured ingest (source=INGEST) |
| GET | /api/payments | required | List with filters/sort/pagination (+ source filter) |
| GET | /api/payments/meta/tags | required | All tags |
| GET | /api/payments/meta/filters | required | Filter options incl. `sources` array |
| GET | /api/payments/:id | required | Single payment |
| PATCH | /api/payments/:id | required | Update status |
| DELETE | /api/payments/:id | required | Delete |
| POST | /api/payments/:id/send | required | Send notification |
| POST | /api/payments/:id/skip | required | Skip |
| POST | /api/payments/:id/tags | required | Add/upsert tag |
| DELETE | /api/payments/:id/tags/:tagId | required | Remove tag |
| POST | /api/upload/csv | required | DSK CSV file upload (source=UPLOAD) |
---
## Key Implementation Details
### auth.js (replaces entire old auth module)
```js
const PUBLIC_PATHS = new Set(['/api/health', '/api/payments/ingest']);
function authentikMiddleware(req, res, next) {
if (PUBLIC_PATHS.has(req.path)) return next();
const username = req.headers['x-authentik-username'];
if (!username) return res.status(401).json({ error: 'Unauthorized' });
req.user = {
username,
email: req.headers['x-authentik-email'] || null,
groups: (req.headers['x-authentik-groups'] || '').split(',').map(g => g.trim()).filter(Boolean),
};
next();
}
module.exports = { authentikMiddleware };
```
### csvParser.js (port of dskuploader.py)
- `iconv-lite` decodes buffer as cp1251 (DSK Bank export encoding), falls back to UTF-8
- `csv-parse` parses the decoded text with `columns: true`
- Columns: `Дата`, `Вид на трансакцията`, `Основание`, `Дебит BGN`, `Кредит BGN`, `Наредител/Получател`, `Номер сметка на наредителя / получателя`
- Card extraction: regex `/^\d{6}x{6}\d{4}$/` on first token of `Основание`
- Skips rows where `Вид на трансакцията === 'ТРАНСФЕР СОБСТВЕНИ СМЕТКИ'`
- Auto-tags via keyword rules (ЗАПЛАТА→Salary, LIDL→Groceries, NETFLIX→Subscriptions, etc.) — same logic as Python `generate_tags()`
- Returns `{ rows: PaymentData[], skipped: number, errors: string[] }`
### payments.js changes from payments-logger
1. Add `source: 'INGEST'` and `currency` to the `/ingest` create call
2. Add `source` to the `GET /` where clause filter
3. Add `sources` to `meta/filters` response
4. Currency-aware amount formatting in notification message
5. Remove all JWT/auth references (no `/auth/register`, `/auth/login`)
### upload.js (new)
- `multer` memory storage, max 10 files × 10 MB
- Calls `parseDskCsv(buffer)` per file
- Upserts tags via `prisma.tag.upsert` then connects
- Returns `{ imported, skipped, errors, payments[] }`
### Frontend changes
- **Delete**: `auth.js`, `AuthProvider.jsx`
- **main.jsx**: Remove `<AuthProvider>` wrapper
- **App.jsx**: Replace `authFetch` with plain `fetch` (Authentik session cookie travels automatically); logout → `window.location.href = '/outpost.goauthentik.io/sign_out'`; add "Payments" / "Upload CSV" tab toggle
- **FilterBar.jsx**: Add source `<select>` (All / SMS Ingest / CSV Upload); widen grid to 5 cols
- **PaymentTable.jsx**: Add `Source` column with `SMS` (indigo) / `CSV` (emerald) badge; show `${amount} ${currency}` in amount cell
- **UploadPanel.jsx** (new): Drag-and-drop zone + file list + import button + result summary with error accordion; calls `POST /api/upload/csv` with `FormData`
---
## Docker Compose
```yaml
services:
db:
image: postgres:16-alpine
environment: { POSTGRES_USER: finance, POSTGRES_PASSWORD: [PASSWORD] POSTGRES_DB: finance_hub }
volumes: [pgdata:/var/lib/postgresql/data]
healthcheck: { test: pg_isready -U finance -d finance_hub, interval: 5s }
backend:
build: ./backend
environment:
DATABASE_URL: [CONNECTION_STRING]
PORT: "3001"
NOTIFIER_URL: ${NOTIFIER_URL}
NOTIFIER_CHANNEL: ${NOTIFIER_CHANNEL:-viber}
NOTIFY_DEFAULT_PHONE: ${NOTIFY_DEFAULT_PHONE}
TZ: ${TZ:-Europe/Sofia}
ports: ["${BACKEND_PORT:-3001}:3001"]
depends_on: { db: { condition: service_healthy } }
frontend:
build: ./frontend
ports: ["${FRONTEND_PORT:-5175}:5173"]
depends_on: [backend]
volumes: { pgdata: }
```
**NPM setup:** Frontend port proxied through Authentik forward auth. Backend port exposed separately (unprotected) so the public `/api/payments/ingest` remains reachable by iOS Shortcuts / SMS gateways without login.
---
## Environment Variables (.env)
```bash
[ENV_SECRET]
NOTIFIER_URL=[URL_WITH_CREDENTIALS] @default(autoincrement())
rawMessage String @map("raw_message")
date DateTime?
type String?
card String?
recipient String?
amount Float?
currency String? @default("EUR")
balance Float?
source Source @default(INGEST)
status Status @default(UNPROCESSED)
tags Tag[]
notifiedAt DateTime? @map("notified_at")
notifyPhone String? @map("notify_phone")
debitBgn Float? @map("debit_bgn")
creditBgn Float? @map("credit_bgn")
transactionType String? @map("transaction_type")
payerAccount String? @map("payer_account")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @updatedAt @map("updated_at")
@@map("payments")
}
model Tag {
id Int @id @default(autoincrement())
name String @unique
color String @default("#6b7280")
payments Payment[]
@@map("tags")
}
enum Status {
UNPROCESSED
SENT
SKIPPED
}
enum Source {
INGEST
UPLOAD
}
Write
migration.sql
migration.sql
55 lines
-- CreateEnum
CREATE TYPE "Status" AS ENUM ('UNPROCESSED', 'SENT', 'SKIPPED');
CREATE TYPE "Source" AS ENUM ('INGEST', 'UPLOAD');
-- CreateTable
CREATE TABLE "payments" (
"id" SERIAL PRIMARY KEY,
"raw_message" TEXT NOT NULL,
"date" TIMESTAMP(3),
"type" TEXT,
"card" TEXT,
"recipient" TEXT,
"amount" DOUBLE PRECISION,
"currency" TEXT DEFAULT 'EUR',
"balance" DOUBLE PRECISION,
"source" "Source" NOT NULL DEFAULT 'INGEST',
"status" "Status" NOT NULL DEFAULT 'UNPROCESSED',
"notified_at" TIMESTAMP(3),
"notify_phone" TEXT,
"debit_bgn" DOUBLE PRECISION,
"credit_bgn" DOUBLE PRECISION,
"transaction_type" TEXT,
"payer_account" TEXT,
"created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP
);
-- CreateTable
CREATE TABLE "tags" (
"id" SERIAL PRIMARY KEY,
"name" TEXT NOT NULL,
"color" TEXT NOT NULL DEFAULT '#6b7280'
);
-- CreateUniqueIndex
CREATE UNIQUE INDEX "tags_name_key" ON "tags"("name");
-- CreateTable (M2M join)
CREATE TABLE "_PaymentToTag" (
"A" INTEGER NOT NULL,
"B" INTEGER NOT NULL,
CONSTRAINT "_PaymentToTag_AB_pkey" PRIMARY KEY ("A", "B")
);
CREATE INDEX "_PaymentToTag_B_index" ON "_PaymentToTag"("B");
-- AddForeignKey
ALTER TABLE "_PaymentToTag"
ADD CONSTRAINT "_PaymentToTag_A_fkey"
FOREIGN KEY ("A") REFERENCES "payments"("id") ON DELETE CASCADE ON UPDATE CASCADE;
ALTER TABLE "_PaymentToTag"
ADD CONSTRAINT "_PaymentToTag_B_fkey"
FOREIGN KEY ("B") REFERENCES "tags"("id") ON DELETE CASCADE ON UPDATE CASCADE;
Write
migration_lock.toml
migration_lock.toml
4 lines
# Please do not edit this file manually
# It should be added in your version-control system (e.g., Git)
provider = "postgresql"
Update Todos
Create folder structure and root config files
Write backend Prisma schema and migration
Write backend package.json and Dockerfile
Write backend src files (auth, parser, csvParser, index)
Write backend routes (payments.js, upload.js)
Write frontend config files
Write frontend React components
Build and verify with docker compose
Write
package.json
package.json
26 lines
{
"name": "finance-hub-backend",
"version": "1.0.0",
"main": "src/index.js",
"scripts": {
"start": "node src/index.js",
"dev": "nodemon src/index.js",
"prisma:generate": "prisma generate",
"prisma:migrate": "prisma migrate deploy"
},
"dependencies": {
"@prisma/client": "^5.22.0",
"cors": "^2.8.5",
"csv-parse": "^5.5.6",
"express": "^4.21.1",
"express-rate-limit": "^7.4.0",
"iconv-lite": "^0.6.3",
"morgan": "^1.10.0",
"multer": "^1.4.5-lts.1"
},
"devDependencies": {
"nodemon": "^3.1.7",
"prisma": "^5.22.0"
}
}
Write
Dockerfile
Dockerfile
18 lines
FROM node:20-alpine
RUN apk add --no-cache openssl
WORKDIR /app
COPY package.json package-lock.json* ./
RUN npm install
COPY prisma ./prisma
RUN npx prisma generate
COPY src ./src
EXPOSE 3001
CMD ["sh", "-c", "npx prisma migrate deploy && node src/index.js"]
Update Todos
Create folder structure and root config files
Write backend Prisma schema and migration
Write backend package.json and Dockerfile
Write backend src files (auth, parser, csvParser, index)
Write backend routes (payments.js, upload.js)
Write frontend config files
Write frontend React components
Build and verify with docker compose
Write
auth.js
auth.js
27 lines
const PUBLIC_PATHS = new Set([
'/api/health',
'/api/payments/ingest',
]);
function authentikMiddleware(req, res, next) {
if (PUBLIC_PATHS.has(req.path)) return next();
const username = req.headers['x-authentik-username'];
if (!username) {
return res.status(401).json({ error: 'Unauthorized — missing Authentik session' });
}
req.user = {
username,
email: req.headers['x-authentik-email'] || null,
groups: (req.headers['x-authentik-groups'] || '')
.split(',')
.map(g => g.trim())
.filter(Boolean),
};
next();
}
module.exports = { authentikMiddleware };...
|
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It should have authorization via authentik (auth folder). All three folders (payment-logger, dsk-uploader and auth) are just refference these will be removed later. Auth project is separated it lives on its own. First reveiw them and see how these should be combined. It will be whole new app (also the folder name). Think very carefully of whatr these two apps do and how cold they be combined. THerer should be common db and uploader should store data the same way the /ingest does. It should be properly marked in UI if it is upload or ingest or both. 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I need to understand:\n1. Tech stack (frontend framework, backend framework, database)\n2. What the app does - its core purpose and features\n3. Database schema - all tables, relationships\n4. API routes - all endpoints, their purpose and request/response shapes\n5. How data flows (ingest, storage, retrieval)\n6. Any auth/middleware setup\n7. Docker/deployment setup\n8. Key files and their roles\n\nReport with: directory structure, tech stack summary, database schema details, all API endpoints listed, UI features, and how data is ingested. 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Key files and their roles\n\nReport with: directory structure, tech stack summary, database schema details, all API endpoints listed, UI features, how file upload parsing works, and what data is extracted from uploads. Be very thorough about the data model and what fields are stored.","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Agent:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore auth folder and authentik integration","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore the /volume2/docker/finance/auth directory thoroughly. I need to understand:\n1. What auth system is being used (Authentik)\n2. How authentication/authorization is implemented - OAuth2, OIDC, session tokens, JWT?\n3. Middleware - how is auth enforced on routes?\n4. Any frontend auth flow - login redirect, token handling, protected routes\n5. Environment variables related to auth\n6. Docker/deployment setup for the auth service itself\n7. Any example of how other apps integrate with this auth\n\nReport with: directory structure, auth flow description, middleware code, environment variable names, and integration patterns. This is a reference for building auth into a new combined app.","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Message actions","depth":24,"on_screen":false,"role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXButton","text":"payments.js","depth":23,"on_screen":false,"role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"payments.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"continue","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Launching parallel exploration of all three reference projects.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Agent:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore payment-logger app structure","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore the /volume2/docker/finance/payments-logger directory thoroughly. I need to understand:\n1. Full directory structure (tree)\n2. Tech stack (frontend framework, backend framework, database, etc.)\n3. What the app does - its core functionality\n4. How data is ingested (look at /ingest route especially)\n5. Database schema (what tables/collections exist)\n6. API routes and their purposes\n7. Frontend pages and components\n8. Docker setup\n9. Any auth/session handling\n\nPlease read key files: package.json files, main entry points, route files, database schema files, docker-compose.yml, and any frontend components. Be thorough - I need a complete picture to plan a new combined app.","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Agent:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore dsk-uploader app structure","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore the /volume2/docker/finance/dsk-uploader directory thoroughly. I need to understand:\n1. Full directory structure (tree)\n2. Tech stack (frontend framework, backend framework, database, etc.)\n3. What the app does - its core functionality\n4. How file uploads work (what format, what processing happens)\n5. Database schema (what tables/collections exist)\n6. API routes and their purposes\n7. Frontend pages and components\n8. Docker setup\n9. Any auth/session handling\n\nPlease read key files: package.json files, main entry points, route files, database schema files, docker-compose.yml, and any frontend components. Be thorough - I need a complete picture to plan a new combined app.","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Agent:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore auth project structure","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Explore the /volume2/docker/finance/auth directory thoroughly. I need to understand:\n1. Full directory structure (tree)\n2. What authentication system is used (authentik integration details)\n3. How OAuth/OIDC flow works\n4. Any middleware or helper functions for protecting routes\n5. Session management approach\n6. How frontend handles auth state\n7. Any example of how other apps integrate with this auth system\n8. Docker setup and environment variables\n\nPlease read all files carefully - this auth system will be integrated into a new combined app. I need to understand exactly how to use it.","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Now I have a complete picture of all three. Let me design the plan.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Agent:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Design combined app architecture","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Design a detailed implementation plan for a new combined web app that merges two existing applications. Here is full context:\n\n---\n\n## App 1: payments-logger (Node.js)\n- **Purpose**: Ingest Bulgarian bank SMS → parse → store in PostgreSQL → review/tag/notify in React UI\n- **Stack**: Node.js 20 + Express + Prisma 5 + PostgreSQL 16 + React 18 + Vite + Tailwind CSS\n- **Auth**: Custom JWT (bcryptjs + jose), tokens in localStorage\n- **Ingest**: POST /api/payments/ingest (public) — SMS text OR structured JSON (Apple Wallet)\n- **Schema** (PostgreSQL via Prisma):\n - `payments` table: id, raw_message, date, type (POS/ATM/INTERNET/ECOM/P2P/WALLET), card, recipient, amount, balance, status (UNPROCESSED/SENT/SKIPPED), notifyPhone, notifiedAt, created_at, updated_at\n - `tags` table: id, name, color — M2M with payments via `_PaymentToTag`\n - `users` table: id, username, hashed_password (this will be REMOVED)\n- **UI**: Single-page React app — PaymentTable (sortable, filterable, taggable), FilterBar, status actions (send/skip), notification system\n- **Parser** (backend/src/parser.js): Regex parser for Bulgarian DSK Bank SMS, extracts date/time (DD/MM/YYYY HH:MM), card mask, transaction type, recipient, amount, balance\n\n## App 2: dsk-uploader (Python/Flask)\n- **Purpose**: Upload DSK bank CSV exports → parse/normalize → upload to Notion database\n- **Stack**: Python 3.11 + Flask + Pandas + Custom Notion SDK + Bootstrap 5\n- **Auth**: None (open)\n- **CSV format** (DSK Bank Bulgarian format, columns):\n - `Дата` (date, DD.MM.YYYY)\n - `Вид на трансакцията` (transaction type, Bulgarian)\n - `Основание` (reason/description — contains card number regex: `^\\d{6}x{6}\\d{4}$`)\n - `Дебит BGN` (debit amount, may be empty)\n - `Кредит BGN` (credit amount, may be empty)\n - `Наредител/Получател` (orderer/recipient name)\n - `Номер сметка на наредителя / получателя` (account number)\n- **Processing**: merge multiple CSVs, normalize dates, extract card numbers from reason via regex, auto-generate tags (keyword heuristics: ЗАПЛАТА→Salary, NETFLIX→Subscriptions, etc.), filter internal transfers\n- **Output**: Notion database pages (this will be REPLACED with local PostgreSQL)\n\n## App 3: auth (Authentik)\n- **Mode**: Proxy mode via NPM (forward auth)\n- **How it works**: NPM intercepts all requests, calls Authentik outpost's auth endpoint. On success, NPM injects headers into proxied request:\n - `X-authentik-username` \n - `X-authentik-email`\n - `X-authentik-groups`\n- **No code integration needed** in the app itself — just trust these headers from NPM\n- **Logout**: Redirect user to `/outpost.goauthentik.io/sign_out`\n\n---\n\n## What the New Combined App Must Do\n\n1. **Single PostgreSQL database** for all transactions\n2. **SMS Ingest** (public endpoint) — same as payments-logger /ingest, source=INGEST\n3. **CSV Upload** (authenticated) — parse DSK CSV files, store transactions with source=UPLOAD into the same DB schema\n4. **Unified UI** — show all payments in one table regardless of source\n5. **Source indicator** in UI — badge showing \"INGEST\", \"UPLOAD\", or \"BOTH\" (if duplicate detection added)\n6. **Source filter** in FilterBar — filter by All/Ingest/Upload\n7. **Authentik auth** — remove custom JWT entirely; trust X-authentik-* headers from NPM\n8. **All existing payments-logger features**: tagging, send notification, skip, status tracking, filters, sorting, pagination\n9. **Remove Notion dependency entirely** — all data stays in local PostgreSQL\n\n---\n\n## Technical Constraints\n\n- Keep Node.js backend (not Python) — extend payments-logger's stack\n- CSV parsing: use `csv-parse` npm package (handles encoding, streaming)\n- File upload: use `multer` npm middleware\n- Auth middleware: read X-authentik-username header, 401 if missing (but /api/payments/ingest stays public)\n- Add `source` enum field (INGEST/UPLOAD) to payments schema\n- Add `currency` field (EUR for SMS ingest, BGN for CSV uploads) — or just store as-is\n- Remove `users` table from schema\n\n---\n\n## Please Design\n\n1. Complete folder structure for the new app (suggest name: \"finance-hub\" or similar — note this is a placeholder, user will confirm)\n2. Prisma schema with new fields (`source`, `currency`)\n3. All backend API routes\n4. CSV parser design in Node.js (port of the Python logic)\n5. Authentik auth middleware\n6. Frontend component structure (React) — what's reused from payments-logger, what's new\n7. Docker Compose setup\n8. Environment variables needed\n9. Step-by-step implementation order\n10. Verification checklist\n\nBe specific about file paths and code structure. This will be used to write actual implementation code.","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Good plan. Let me ask the one thing I need before writing the final plan.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"AskUserQuestion","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"OUT","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"User has answered your questions: \"What should the new combined app be called? This will be the folder name under /volume2/docker/finance/ and the app branding.\"=\"finance-hub\". You can now continue with the user's answers in mind.","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Writing the final plan now.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"ets-create-a-new-generic-sun.md","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"ets-create-a-new-generic-sun.md","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"326 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"# finance-hub — Implementation Plan\n\n## Context\n\nTwo separate finance apps exist as references and will be retired:\n- **payments-logger** (Node.js/React): Ingests Bulgarian bank SMS notifications, stores payments in PostgreSQL, provides a review/tag/notify UI.\n- **dsk-uploader** (Python/Flask): Uploads DSK bank CSV exports, parses them, sends to Notion.\n\nThe new app **finance-hub** (`/volume2/docker/finance/finance-hub/`) replaces both with a single unified system: all transactions (SMS-ingested and CSV-uploaded) land in one PostgreSQL database and one React UI. Authentication is delegated entirely to Authentik (proxy mode via NPM — no custom JWT).\n\n---\n\n## Tech Stack\n\n| Layer | Choice | Rationale |\n|-------|--------|-----------|\n| Backend | Node.js 20 + Express + Prisma 5 | Extends payments-logger; no Python needed |\n| CSV parsing | `csv-parse` + `iconv-lite` | Handles Bulgarian cp1251 encoding, RFC4180 quoted fields |\n| File upload | `multer` (memory storage) | Bank CSVs are small (<500 KB), no disk cleanup needed |\n| Database | PostgreSQL 16 | Same as payments-logger |\n| Frontend | React 18 + Vite + Tailwind CSS + Lucide React | Same as payments-logger |\n| Auth | Authentik proxy via NPM headers | No custom JWT; removes users table entirely |\n| Container | Docker Compose | Same pattern as both reference apps |\n\n**Removed vs payments-logger:** `bcryptjs`, `jose`, `users` table, login form, JWT storage. \n**Removed vs dsk-uploader:** Python/Flask, Pandas, Notion SDK, all Notion references. \n**Added:** `csv-parse`, `iconv-lite`, `multer`, `source` + `currency` fields, `UploadPanel` component.\n\n---\n\n## Folder Structure\n\n```\n/volume2/docker/finance/finance-hub/\n├── docker-compose.yml\n├── .env\n├── .env.example\n├── .gitignore\n├── backend/\n│ ├── Dockerfile\n│ ├── package.json\n│ ├── prisma/\n│ │ ├── schema.prisma\n│ │ └── migrations/\n│ │ ├── migration_lock.toml\n│ │ └── 20260508_init/\n│ │ └── migration.sql\n│ └── src/\n│ ├── index.js ← entry point (Authentik middleware wired here)\n│ ├── auth.js ← Authentik header middleware (replaces JWT auth)\n│ ├── parser.js ← SMS parser (copy verbatim from payments-logger)\n│ ├── csvParser.js ← NEW: DSK CSV parser (port of Python dskuploader.py)\n│ └── routes/\n│ ├── payments.js ← existing routes + source/currency additions\n│ └── upload.js ← NEW: POST /api/upload/csv\n└── frontend/\n ├── Dockerfile\n ├── package.json\n ├── vite.config.js\n ├── tailwind.config.js\n ├── postcss.config.js\n ├── index.html\n └── src/\n ├── main.jsx ← remove AuthProvider wrapper\n ├── index.css\n ├── App.jsx ← remove auth state, add Upload tab toggle\n └── components/\n ├── FilterBar.jsx ← add source filter select\n ├── PaymentTable.jsx ← add Source badge column + currency display\n ├── PaymentCard.jsx ← minor source badge addition\n ├── PaymentList.jsx ← unchanged\n └── UploadPanel.jsx ← NEW: drag-and-drop CSV upload UI\n```\n\n---\n\n## Database Schema (Prisma)\n\nFile: `backend/prisma/schema.prisma`\n\n```prisma\ngenerator client {\n provider = \"prisma-client-js\"\n}\n\ndatasource db {\n provider = \"postgresql\"\n url = env(\"DATABASE_URL\")\n}\n\nmodel Payment {\n id Int @id @default(autoincrement())\n rawMessage String @map(\"raw_message\")\n date DateTime?\n type String?\n card String?\n recipient String?\n amount Float?\n currency String? @default(\"EUR\")\n balance Float?\n source Source @default(INGEST)\n status Status @default(UNPROCESSED)\n tags Tag[]\n notifiedAt DateTime? @map(\"notified_at\")\n notifyPhone String? @map(\"notify_phone\")\n debitBgn Float? @map(\"debit_bgn\")\n creditBgn Float? @map(\"credit_bgn\")\n transactionType String? @map(\"transaction_type\")\n payerAccount String? @map(\"payer_account\")\n createdAt DateTime @default(now()) @map(\"created_at\")\n updatedAt DateTime @updatedAt @map(\"updated_at\")\n\n @@map(\"payments\")\n}\n\nmodel Tag {\n id Int @id @default(autoincrement())\n name String @unique\n color String @default(\"#6b7280\")\n payments Payment[]\n\n @@map(\"tags\")\n}\n\nenum Status { UNPROCESSED SENT SKIPPED }\nenum Source { INGEST UPLOAD }\n```\n\n**Key decisions:**\n- No `User` model — Authentik owns identity.\n- `currency`: `EUR` for SMS ingest, `BGN` for CSV uploads.\n- `debitBgn`, `creditBgn`, `transactionType`, `payerAccount`: nullable CSV-only columns; INGEST rows store nulls. Avoids a union query for the unified list view.\n- `balance` is always null for CSV rows (DSK export does not include running balance).\n- Fresh consolidated migration — no data migration from reference apps required.\n\n---\n\n## API Routes\n\n| Method | Path | Auth | Description |\n|--------|------|------|-------------|\n| GET | /api/health | public | Health check |\n| POST | /api/payments/ingest | public | SMS or structured ingest (source=INGEST) |\n| GET | /api/payments | required | List with filters/sort/pagination (+ source filter) |\n| GET | /api/payments/meta/tags | required | All tags |\n| GET | /api/payments/meta/filters | required | Filter options incl. `sources` array |\n| GET | /api/payments/:id | required | Single payment |\n| PATCH | /api/payments/:id | required | Update status |\n| DELETE | /api/payments/:id | required | Delete |\n| POST | /api/payments/:id/send | required | Send notification |\n| POST | /api/payments/:id/skip | required | Skip |\n| POST | /api/payments/:id/tags | required | Add/upsert tag |\n| DELETE | /api/payments/:id/tags/:tagId | required | Remove tag |\n| POST | /api/upload/csv | required | DSK CSV file upload (source=UPLOAD) |\n\n---\n\n## Key Implementation Details\n\n### auth.js (replaces entire old auth module)\n```js\nconst PUBLIC_PATHS = new Set(['/api/health', '/api/payments/ingest']);\n\nfunction authentikMiddleware(req, res, next) {\n if (PUBLIC_PATHS.has(req.path)) return next();\n const username = req.headers['x-authentik-username'];\n if (!username) return res.status(401).json({ error: 'Unauthorized' });\n req.user = {\n username,\n email: req.headers['x-authentik-email'] || null,\n groups: (req.headers['x-authentik-groups'] || '').split(',').map(g => g.trim()).filter(Boolean),\n };\n next();\n}\nmodule.exports = { authentikMiddleware };\n```\n\n### csvParser.js (port of dskuploader.py)\n- `iconv-lite` decodes buffer as cp1251 (DSK Bank export encoding), falls back to UTF-8\n- `csv-parse` parses the decoded text with `columns: true`\n- Columns: `Дата`, `Вид на трансакцията`, `Основание`, `Дебит BGN`, `Кредит BGN`, `Наредител/Получател`, `Номер сметка на наредителя / получателя`\n- Card extraction: regex `/^\\d{6}x{6}\\d{4}$/` on first token of `Основание`\n- Skips rows where `Вид на трансакцията === 'ТРАНСФЕР СОБСТВЕНИ СМЕТКИ'`\n- Auto-tags via keyword rules (ЗАПЛАТА→Salary, LIDL→Groceries, NETFLIX→Subscriptions, etc.) — same logic as Python `generate_tags()`\n- Returns `{ rows: PaymentData[], skipped: number, errors: string[] }`\n\n### payments.js changes from payments-logger\n1. Add `source: 'INGEST'` and `currency` to the `/ingest` create call\n2. Add `source` to the `GET /` where clause filter\n3. Add `sources` to `meta/filters` response\n4. Currency-aware amount formatting in notification message\n5. Remove all JWT/auth references (no `/auth/register`, `/auth/login`)\n\n### upload.js (new)\n- `multer` memory storage, max 10 files × 10 MB\n- Calls `parseDskCsv(buffer)` per file\n- Upserts tags via `prisma.tag.upsert` then connects\n- Returns `{ imported, skipped, errors, payments[] }`\n\n### Frontend changes\n- **Delete**: `auth.js`, `AuthProvider.jsx`\n- **main.jsx**: Remove `<AuthProvider>` wrapper\n- **App.jsx**: Replace `authFetch` with plain `fetch` (Authentik session cookie travels automatically); logout → `window.location.href = '/outpost.goauthentik.io/sign_out'`; add \"Payments\" / \"Upload CSV\" tab toggle\n- **FilterBar.jsx**: Add source `<select>` (All / SMS Ingest / CSV Upload); widen grid to 5 cols\n- **PaymentTable.jsx**: Add `Source` column with `SMS` (indigo) / `CSV` (emerald) badge; show `${amount} ${currency}` in amount cell\n- **UploadPanel.jsx** (new): Drag-and-drop zone + file list + import button + result summary with error accordion; calls `POST /api/upload/csv` with `FormData`\n\n---\n\n## Docker Compose\n\n```yaml\nservices:\n db:\n image: postgres:16-alpine\n environment: { POSTGRES_USER: finance, POSTGRES_PASSWORD: ${DB_PASSWORD}, POSTGRES_DB: finance_hub }\n volumes: [pgdata:/var/lib/postgresql/data]\n healthcheck: { test: pg_isready -U finance -d finance_hub, interval: 5s }\n\n backend:\n build: ./backend\n environment:\n DATABASE_URL: postgresql://finance:${DB_PASSWORD}@db:5432/finance_hub\n PORT: \"3001\"\n NOTIFIER_URL: ${NOTIFIER_URL}\n NOTIFIER_CHANNEL: ${NOTIFIER_CHANNEL:-viber}\n NOTIFY_DEFAULT_PHONE: ${NOTIFY_DEFAULT_PHONE}\n TZ: ${TZ:-Europe/Sofia}\n ports: [\"${BACKEND_PORT:-3001}:3001\"]\n depends_on: { db: { condition: service_healthy } }\n\n frontend:\n build: ./frontend\n ports: [\"${FRONTEND_PORT:-5175}:5173\"]\n depends_on: [backend]\n\nvolumes: { pgdata: }\n```\n\n**NPM setup:** Frontend port proxied through Authentik forward auth. Backend port exposed separately (unprotected) so the public `/api/payments/ingest` remains reachable by iOS Shortcuts / SMS gateways without login.\n\n---\n\n## Environment Variables (.env)\n\n```bash\nDB_PASSWORD=change_me\nNOTIFIER_URL=https://notifier.lakylak.xyz\nNOTIFIER_CHANNEL=viber\nNOTIFY_DEFAULT_PHONE=+359000000000\nTZ=Europe/Sofia\nBACKEND_PORT=3001\nFRONTEND_PORT=5175\n```\n\nRemoved vs payments-logger: `JWT_SECRET`, `JWT_EXPIRE_MINUTES`.\n\n---\n\n## Implementation Order\n\n1. Create folder structure and write `docker-compose.yml`, `.env.example`, `.gitignore`\n2. Write `backend/prisma/schema.prisma` and migration SQL\n3. Write `backend/package.json` (add `csv-parse`, `iconv-lite`, `multer`; remove `bcryptjs`, `jose`)\n4. Write `backend/Dockerfile`\n5. Write `backend/src/auth.js` (Authentik middleware)\n6. Copy `backend/src/parser.js` verbatim from payments-logger\n7. Write `backend/src/csvParser.js` (Python port)\n8. Write `backend/src/routes/upload.js`\n9. Write `backend/src/routes/payments.js` (from payments-logger + 5 changes listed above)\n10. Write `backend/src/index.js`\n11. Copy frontend base from payments-logger; delete `auth.js` + `AuthProvider.jsx`\n12. Update `main.jsx`, `App.jsx`, `FilterBar.jsx`, `PaymentTable.jsx`\n13. Write `frontend/src/components/UploadPanel.jsx`\n14. Update `frontend/vite.config.js`\n15. `docker compose build && docker compose up -d`\n16. Run verification checklist\n\n---\n\n## Verification\n\n**Schema**\n- `payments` table has `source`, `currency`, `debit_bgn`, `credit_bgn`, `transaction_type`, `payer_account`\n- No `users` table; `Source` enum exists\n\n**Auth**\n- `GET /api/payments` → 401 without `x-authentik-username` header\n- `POST /api/payments/ingest` → 201 without any header\n- `curl -H \"x-authentik-username: test\" localhost:3001/api/payments` → 200\n\n**SMS Ingest**\n- DSK POS SMS → `source=INGEST`, `currency=EUR`, correct amount/card/recipient\n- Apple Wallet structured body → `type=WALLET`, `source=INGEST`\n- Rate limiter → 429 after 200 req/min\n\n**CSV Upload**\n- Single DSK CSV → rows with `source=UPLOAD`, `currency=BGN`\n- Multiple CSVs in one request → all merged\n- `ТРАНСФЕР СОБСТВЕНИ СМЕТКИ` rows counted in `skipped`, not imported\n- Card regex match from `Основание` column\n- Auto-tags applied (ЗАПЛАТА→Salary, LIDL→Groceries)\n- cp1251 file imports correctly\n\n**UI**\n- Source badge visible in payment table (SMS indigo, CSV emerald)\n- Source dropdown in FilterBar filters correctly\n- Amount shows correct currency per row\n- Upload Panel: drag-and-drop works, result summary shows counts\n- Logout redirects to Authentik sign_out\n- No login form shown (Authentik handles it at NPM level)\n- Tags, send, skip, delete all still work\n\n## Reference Files\n\n- `/volume2/docker/finance/payments-logger/backend/src/routes/payments.js`\n- `/volume2/docker/finance/payments-logger/backend/src/parser.js`\n- `/volume2/docker/finance/payments-logger/backend/src/index.js`\n- `/volume2/docker/finance/payments-logger/backend/src/auth.js`\n- `/volume2/docker/finance/payments-logger/backend/prisma/schema.prisma`\n- `/volume2/docker/finance/payments-logger/frontend/src/App.jsx`\n- `/volume2/docker/finance/payments-logger/frontend/src/components/PaymentTable.jsx`\n- `/volume2/docker/finance/payments-logger/frontend/src/components/FilterBar.jsx`\n- `/volume2/docker/finance/dsk-uploader/dskuploader.py`\n- `/volume2/docker/finance/auth/docker-compose.yml`","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Claude’s Plan","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"ets-create-a-new-generic-sun.md","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"ets-create-a-new-generic-sun.md","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Stayed in plan mode","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Good question. Here's the full breakdown:","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXHeading","text":"Backend Tech Stack — Options","depth":22,"on_screen":false,"role_description":"heading"},{"role":"AXStaticText","text":"Backend Tech Stack — Options","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXHeading","text":"Option A: Node.js + Express + Prisma (my recommendation)","depth":22,"on_screen":false,"role_description":"heading"},{"role":"AXStaticText","text":"Option A: Node.js + Express + Prisma (my recommendation)","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Why:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"payments-logger is already Node.js/Express/Prisma. The new app is 80% payments-logger with CSV upload added on top. Keeping the same stack means:","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Copy","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"parser.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"verbatim, zero rewrite","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Copy the entire","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"routes/payments.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"with minimal edits","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Same Prisma schema workflow, same migrations, same Docker image","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"The CSV parsing logic (the only Python-specific thing) ports cleanly to","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"csv-parse","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"— it's just regex + string manipulation, nothing pandas-specific","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Trade-off:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Have to port the Python CSV parsing to JS. It's ~150 lines and mostly string manipulation — straightforward.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXHeading","text":"Option B: Python + FastAPI + SQLAlchemy","depth":22,"on_screen":false,"role_description":"heading"},{"role":"AXStaticText","text":"Option B: Python + FastAPI + SQLAlchemy","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Rewrite everything in Python. dsk-uploader is Python, so CSV parsing is already done.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Pro:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Keep the dsk-uploader CSV logic as-is (no porting). Python has better data science libraries if you later add analytics.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Con:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Lose the entire payments-logger backend (routes, parser, Prisma schema) — full rewrite. FastAPI + SQLAlchemy is a different mental model than Express + Prisma. Frontend stays React anyway, so the stack split doesn't simplify anything.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Verdict:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"More work overall, gains almost nothing.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXHeading","text":"Option C: Hybrid microservices (Node.js backend + Python CSV service)","depth":22,"on_screen":false,"role_description":"heading"},{"role":"AXStaticText","text":"Option C: Hybrid microservices (Node.js backend + Python CSV service)","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Keep Node.js as the main API, add a separate Python FastAPI service just for CSV parsing. They share the DB.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Pro:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Zero porting — Python CSV code used as-is.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Con:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Two backend services to maintain, deploy, and keep in sync. Inter-service HTTP calls. Two Dockerfiles. For ~150 lines of CSV logic, this is massively over-engineered.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Verdict:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Not worth it.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXHeading","text":"Option D: Python + Flask (exactly like dsk-uploader)","depth":22,"on_screen":false,"role_description":"heading"},{"role":"AXStaticText","text":"Option D: Python + Flask (exactly like dsk-uploader)","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Extend dsk-uploader into a full payments app.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Pro:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Pandas for CSV, no porting.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Con:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Jinja2 templates instead of React (or add React separately). Would need to reimplement the entire payments-logger (SMS parser, notification system, tag management, pagination/filtering). Flask's Jinja templating is far less capable than the existing React UI. The React frontend is the stronger UI foundation.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Verdict:","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Worst of all options — rebuild the harder parts (UI, SMS parser, notification) for no gain.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXHeading","text":"Summary","depth":22,"on_screen":false,"role_description":"heading"},{"role":"AXStaticText","text":"Summary","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Option","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"CSV porting effort","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"App rewrite effort","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Result 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Everything else in the plan reuses payments-logger code directly. That's why Node.js is the clear winner here.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Want to adjust the stack, or shall I proceed with Option A?","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Message actions","depth":24,"on_screen":false,"role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"ok sounds good. Implement all you suggested","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Starting implementation. Let me first read all the reference files I'll need to copy from.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"parser.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"parser.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"payments.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"payments.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":",","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"index.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"index.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"App.jsx","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"App.jsx","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"FilterBar.jsx","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"FilterBar.jsx","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"PaymentTable.jsx","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"PaymentTable.jsx","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure 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payments-logger.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"main.jsx","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"main.jsx","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"index.css","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"index.css","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"package.json","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"package.json","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"Dockerfile","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Dockerfile","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"Dockerfile","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Dockerfile","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"vite.config.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"vite.config.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"tailwind.config.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"tailwind.config.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"postcss.config.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"postcss.config.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure 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components.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"PaymentCard.jsx","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"PaymentCard.jsx","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"PaymentList.jsx","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"PaymentList.jsx","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Read","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"schema.prisma","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"schema.prisma","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure 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Let me set up the todo list and start building.","depth":23,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Thinking","depth":23,"on_screen":false,"role_description":"disclosure triangle","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Thinking","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Update Todos","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Create folder structure and root config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend Prisma schema and migration","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend package.json and Dockerfile","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend src files (auth, parser, csvParser, index)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend routes (payments.js, upload.js)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend React components","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Build and verify with docker compose","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Bash","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Create finance-hub directory structure","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"IN","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"mkdir -p /volume2/docker/finance/finance-hub/backend/src/routes \\\n /volume2/docker/finance/finance-hub/backend/prisma/migrations/20260508_init \\\n /volume2/docker/finance/finance-hub/frontend/src/components && echo \"done\"","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXButton","text":"Copy code to clipboard","depth":24,"on_screen":false,"help_text":"Copy code","role_description":"button","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"OUT","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"done","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"docker-compose.yml","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"docker-compose.yml","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"45 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"version: '3.8'\n\nservices:\n db:\n image: postgres:16-alpine\n restart: unless-stopped\n environment:\n POSTGRES_USER: finance\n POSTGRES_PASSWORD: ${DB_PASSWORD}\n POSTGRES_DB: finance_hub\n volumes:\n - pgdata:/var/lib/postgresql/data\n healthcheck:\n test: [\"CMD-SHELL\", \"pg_isready -U finance -d finance_hub\"]\n interval: 5s\n timeout: 5s\n retries: 5\n\n backend:\n build: ./backend\n restart: unless-stopped\n environment:\n DATABASE_URL: postgresql://finance:${DB_PASSWORD}@db:5432/finance_hub\n PORT: \"3001\"\n NOTIFIER_URL: ${NOTIFIER_URL}\n NOTIFIER_CHANNEL: ${NOTIFIER_CHANNEL:-viber}\n NOTIFY_DEFAULT_PHONE: ${NOTIFY_DEFAULT_PHONE}\n TZ: ${TZ:-Europe/Sofia}\n ports:\n - \"${BACKEND_PORT:-3001}:3001\"\n depends_on:\n db:\n condition: service_healthy\n\n frontend:\n build: ./frontend\n restart: unless-stopped\n ports:\n - \"${FRONTEND_PORT:-5175}:5173\"\n depends_on:\n - backend\n\nvolumes:\n pgdata:","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":".env.example","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":".env.example","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"15 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"# Database\nDB_PASSWORD=change_me_strong_password\n\n# Notifier service (for SMS payment notifications)\nNOTIFIER_URL=https://notifier.lakylak.xyz\nNOTIFIER_CHANNEL=viber\nNOTIFY_DEFAULT_PHONE=+359000000000\n\n# Timezone (used by SMS parser for Bulgarian bank timestamps)\nTZ=Europe/Sofia\n\n# Ports (optional — defaults shown)\nBACKEND_PORT=3001\nFRONTEND_PORT=5175","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":".gitignore","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":".gitignore","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"5 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":".env\nnode_modules/\ndist/\n*.log","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Update Todos","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Create folder structure and root config 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compose","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"schema.prisma","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"schema.prisma","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"54 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"generator client {\n provider = \"prisma-client-js\"\n}\n\ndatasource db {\n provider = \"postgresql\"\n url = env(\"DATABASE_URL\")\n}\n\nmodel Payment {\n id Int @id @default(autoincrement())\n rawMessage String @map(\"raw_message\")\n date DateTime?\n type String?\n card String?\n recipient String?\n amount Float?\n currency String? @default(\"EUR\")\n balance Float?\n source Source @default(INGEST)\n status Status @default(UNPROCESSED)\n tags Tag[]\n notifiedAt DateTime? @map(\"notified_at\")\n notifyPhone String? @map(\"notify_phone\")\n debitBgn Float? @map(\"debit_bgn\")\n creditBgn Float? @map(\"credit_bgn\")\n transactionType String? @map(\"transaction_type\")\n payerAccount String? @map(\"payer_account\")\n createdAt DateTime @default(now()) @map(\"created_at\")\n updatedAt DateTime @updatedAt @map(\"updated_at\")\n\n @@map(\"payments\")\n}\n\nmodel Tag {\n id Int @id @default(autoincrement())\n name String @unique\n color String @default(\"#6b7280\")\n payments Payment[]\n\n @@map(\"tags\")\n}\n\nenum Status {\n UNPROCESSED\n SENT\n SKIPPED\n}\n\nenum Source {\n INGEST\n UPLOAD\n}","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"migration.sql","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"migration.sql","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"55 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"-- CreateEnum\nCREATE TYPE \"Status\" AS ENUM ('UNPROCESSED', 'SENT', 'SKIPPED');\nCREATE TYPE \"Source\" AS ENUM ('INGEST', 'UPLOAD');\n\n-- CreateTable\nCREATE TABLE \"payments\" (\n \"id\" SERIAL PRIMARY KEY,\n \"raw_message\" TEXT NOT NULL,\n \"date\" TIMESTAMP(3),\n \"type\" TEXT,\n \"card\" TEXT,\n \"recipient\" TEXT,\n \"amount\" DOUBLE PRECISION,\n \"currency\" TEXT DEFAULT 'EUR',\n \"balance\" DOUBLE PRECISION,\n \"source\" \"Source\" NOT NULL DEFAULT 'INGEST',\n \"status\" \"Status\" NOT NULL DEFAULT 'UNPROCESSED',\n \"notified_at\" TIMESTAMP(3),\n \"notify_phone\" TEXT,\n \"debit_bgn\" DOUBLE PRECISION,\n \"credit_bgn\" DOUBLE PRECISION,\n \"transaction_type\" TEXT,\n \"payer_account\" TEXT,\n \"created_at\" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,\n \"updated_at\" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP\n);\n\n-- CreateTable\nCREATE TABLE \"tags\" (\n \"id\" SERIAL PRIMARY KEY,\n \"name\" TEXT NOT NULL,\n \"color\" TEXT NOT NULL DEFAULT '#6b7280'\n);\n\n-- CreateUniqueIndex\nCREATE UNIQUE INDEX \"tags_name_key\" ON \"tags\"(\"name\");\n\n-- CreateTable (M2M join)\nCREATE TABLE \"_PaymentToTag\" (\n \"A\" INTEGER NOT NULL,\n \"B\" INTEGER NOT NULL,\n CONSTRAINT \"_PaymentToTag_AB_pkey\" PRIMARY KEY (\"A\", \"B\")\n);\n\nCREATE INDEX \"_PaymentToTag_B_index\" ON \"_PaymentToTag\"(\"B\");\n\n-- AddForeignKey\nALTER TABLE \"_PaymentToTag\"\n ADD CONSTRAINT \"_PaymentToTag_A_fkey\"\n FOREIGN KEY (\"A\") REFERENCES \"payments\"(\"id\") ON DELETE CASCADE ON UPDATE CASCADE;\n\nALTER TABLE \"_PaymentToTag\"\n ADD CONSTRAINT \"_PaymentToTag_B_fkey\"\n FOREIGN KEY (\"B\") REFERENCES \"tags\"(\"id\") ON DELETE CASCADE ON UPDATE CASCADE;","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"migration_lock.toml","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"migration_lock.toml","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"4 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"# Please do not edit this file manually\n# It should be added in your version-control system (e.g., Git)\nprovider = \"postgresql\"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Update Todos","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Create folder structure and root config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend Prisma schema and migration","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend package.json and Dockerfile","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend src files (auth, parser, csvParser, index)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend routes (payments.js, upload.js)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend React components","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Build and verify with docker compose","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"package.json","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"package.json","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"26 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"{\n \"name\": \"finance-hub-backend\",\n \"version\": \"1.0.0\",\n \"main\": \"src/index.js\",\n \"scripts\": {\n \"start\": \"node src/index.js\",\n \"dev\": \"nodemon src/index.js\",\n \"prisma:generate\": \"prisma generate\",\n \"prisma:migrate\": \"prisma migrate deploy\"\n },\n \"dependencies\": {\n \"@prisma/client\": \"^5.22.0\",\n \"cors\": \"^2.8.5\",\n \"csv-parse\": \"^5.5.6\",\n \"express\": \"^4.21.1\",\n \"express-rate-limit\": \"^7.4.0\",\n \"iconv-lite\": \"^0.6.3\",\n \"morgan\": \"^1.10.0\",\n \"multer\": \"^1.4.5-lts.1\"\n },\n \"devDependencies\": {\n \"nodemon\": \"^3.1.7\",\n \"prisma\": \"^5.22.0\"\n }\n}","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"Dockerfile","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"Dockerfile","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"18 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"FROM node:20-alpine\n\nRUN apk add --no-cache openssl\n\nWORKDIR /app\n\nCOPY package.json package-lock.json* ./\nRUN npm install\n\nCOPY prisma ./prisma\nRUN npx prisma generate\n\nCOPY src ./src\n\nEXPOSE 3001\n\nCMD [\"sh\", \"-c\", \"npx prisma migrate deploy && node src/index.js\"]","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Update Todos","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Create folder structure and root config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend Prisma schema and migration","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend package.json and Dockerfile","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend src files (auth, parser, csvParser, index)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write backend routes (payments.js, upload.js)","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend config files","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write frontend React components","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Build and verify with docker compose","depth":26,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"Write","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXLink","text":"auth.js","depth":24,"on_screen":false,"role_description":"link","is_enabled":true,"is_focused":false,"is_selected":false,"is_expanded":false},{"role":"AXStaticText","text":"auth.js","depth":25,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"27 lines","depth":24,"on_screen":false,"role_description":"text"},{"role":"AXStaticText","text":"const PUBLIC_PATHS = new Set([\n '/api/health',\n '/api/payments/ingest',\n]);\n\nfunction authentikMiddleware(req, res, next) {\n if (PUBLIC_PATHS.has(req.path)) return next();\n\n const username = req.headers['x-authentik-username'];\n if (!username) {\n return res.status(401).json({ error: 'Unauthorized — missing Authentik session' });\n }\n\n req.user = {\n username,\n email: req.headers['x-authentik-email'] || null,\n groups: (req.headers['x-authentik-groups'] || '')\n .split(',')\n .map(g => g.trim())\n .filter(Boolean),\n };\n\n next();\n}\n\nmodule.exports = { authentikMiddleware };","depth":25,"on_screen":false,"role_description":"text"}]...
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Explorer (⇧⌘E)
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Claude Code
Containers
EXPLORER
EXPLORER
Explorer Section: finance [SSH: nas]
Explorer Section: finance [SSH: nas]
FINANCE [SSH: NAS]
auth
dsk-uploader
finance-hub
backend
frontend
.env
.env.example
.gitignore
docker-compose.yml
payments-logger
Outline Section
OUTLINE
OUTLINE
Timeline Section
TIMELINE
TIMELINE
docker-compose.yml, Editor Group 1
.env, Editor Group 1
report(1).csv, Editor Group 1
report(2).csv, Editor Group 1
"Дата","Основание","Наредител/Получател","Номер сметка на наредителя / получателя","Вид на трансакцията","Свързваща референция","Валутен курс","Сума във валутата на превода","Дебит EUR","Кредит EUR"
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:46<br/>Авт. код: 36C1UB","","","","","","","5,02",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:36<br/>Авт. код: 5CK9TB","","","","","","","15,46",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:07<br/>Авт. код: 8FK4TB","","","","","","","9,04",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 08.05.2026 19:32<br/>Авт. код: 6NM31C<br/>Номер на у-во: V5411421","BGR SOFIYA LIDL BALGARIYA EOOD UL TODOR","","КАРТОВА ОПЕРАЦИЯ","","","","67,81",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 07.05.2026 09:02<br/>Авт. код: 7NE8N7<br/>Номер на у-во: 10101446","BGR SOFIA CBA EKO MARKET","","КАРТОВА ОПЕРАЦИЯ","","","","5,51",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 06.05.2026 13:16<br/>Авт. код: 1TV886<br/>Номер на у-во: 06030191","POL BALICE Lagardere Travel R KR3","","КАРТОВА ОПЕРАЦИЯ","","","","5,49",""
"Дата","Основание","Наредител/Получател","Номер сметка на наредителя / получателя","Вид на трансакцията","Свързваща референция","Валутен курс","Сума във валутата на превода","Дебит EUR","Кредит EUR"
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:46<br/>Авт. код: 36C1UB","","","","","","","5,02",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:36<br/>Авт. код: 5CK9TB","","","","","","","15,46",""
"08.05.2026","400915xxxxxx4447 ПОС 08.05.2026 18:07<br/>Авт. код: 8FK4TB","","","","","","","9,04",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 08.05.2026 19:32<br/>Авт. код: 6NM31C<br/>Номер на у-во: V5411421","BGR SOFIYA LIDL BALGARIYA EOOD UL TODOR","","КАРТОВА ОПЕРАЦИЯ","","","","67,81",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 07.05.2026 09:02<br/>Авт. код: 7NE8N7<br/>Номер на у-во: 10101446","BGR SOFIA CBA EKO MARKET","","КАРТОВА ОПЕРАЦИЯ","","","","5,51",""
"08.05.2026","400915xxxxxx4447 ПЛАЩАНЕ НА ПОС 06.05.2026 13:16<br/>Авт. код: 1TV886<br/>Номер на у-во: 06030191","POL BALICE Lagardere Travel R KR3","","КАРТОВА ОПЕРАЦИЯ","","","","5,49",""
Design new payment-logge…, Editor Group 2
Problems (⇧⌘M)
PROBLEMS
Output (⇧⌘U)
OUTPUT
Debug Console (⇧⌘Y)
DEBUG CONSOLE
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PORTS
remote SSH: nas
SSH: nas
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Ln 8, Col 1
Info: Setting up SSH Host nas: Setting up SSH tunnel
Design new payment-logger and dsk-uploader hybrid app
Session history
New session
Message actions
payments.js
payments.js
ets create a new app that should be combination of payment-logger and dsk-uploader. It should have authorization via authentik (auth folder). All three folders (payment-logger, dsk-uploader and auth) are just refference these will be removed later. Auth project is separated it lives on its own. First reveiw them and see how these should be combined. It will be whole new app (also the folder name). Think very carefully of whatr these two apps do and how cold they be combined. THerer should be common db and uploader should store data the same way the /ingest does. It should be properly marked in UI if it is upload or ingest or both. FIrst think of tech stack and plan carefully.
Thinking
Thinking
I'll explore all three reference projects in parallel to understand their structure before planning.
Agent:
Explore payment-logger app structure and functionality
IN
Explore the /volume2/docker/finance/payments-logger directory thoroughly. I need to understand:
1. Tech stack (frontend framework, backend framework, database)
2. What the app does - its core purpose and features
3. Database schema - all tables, relationships
4. API routes - all endpoints, their purpose and request/response shapes
5. How data flows (ingest, storage, retrieval)
6. Any auth/middleware setup
7. Docker/deployment setup
8. Key files and their roles
Report with: directory structure, tech stack summary, database schema details, all API endpoints listed, UI features, and how data is ingested. Be thorough on the /ingest endpoint specifically.
Agent:
Explore dsk-uploader app structure and functionality
IN
Explore the /volume2/docker/finance/dsk-uploader directory thoroughly. I need to understand:
1. Tech stack (frontend framework, backend framework, database)
2. What the app does - its core purpose and features
3. Database schema - all tables, relationships
4. API routes - all endpoints, their purpose and request/response shapes
5. How file uploads work - what files, what format, how parsed
6. Any auth/middleware setup
7. Docker/deployment setup
8. Key files and their roles
Report with: directory structure, tech stack summary, database schema details, all API endpoints listed, UI features, how file upload parsing works, and what data is extracted from uploads. Be very thorough about the data model and what fields are stored.
Agent:
Explore auth folder and authentik integration
IN
Explore the /volume2/docker/finance/auth directory thoroughly. I need to understand:
1. What auth system is being used (Authentik)
2. How authentication/authorization is implemented - OAuth2, OIDC, session tokens, JWT?
3. Middleware - how is auth enforced on routes?
4. Any frontend auth flow - login redirect, token handling, protected routes
5. Environment variables related to auth
6. Docker/deployment setup for the auth service itself
7. Any example of how other apps integrate with this auth
Report with: directory structure, auth flow description, middleware code, environment variable names, and integration patterns. This is a reference for building auth into a new combined app.
Message actions
payments.js
payments.js
continue
Thinking
Thinking
Launching parallel exploration of all three reference projects.
Agent:
Explore payment-logger app structure
IN
Explore the /volume2/docker/finance/payments-logger directory thoroughly. I need to understand:
1. Full directory structure (tree)
2. Tech stack (frontend framework, backend framework, database, etc.)
3. What the app does - its core functionality
4. How data is ingested (look at /ingest route especially)
5. Database schema (what tables/collections exist)
6. API routes and their purposes
7. Frontend pages and components
8. Docker setup
9. Any auth/session handling
Please read key files: package.json files, main entry points, route files, database schema files, docker-compose.yml, and any frontend components. Be thorough - I need a complete picture to plan a new combined app.
Agent:
Explore dsk-uploader app structure
IN
Explore the /volume2/docker/finance/dsk-uploader directory thoroughly. I need to understand:
1. Full directory structure (tree)
2. Tech stack (frontend framework, backend framework, database, etc.)
3. What the app does - its core functionality
4. How file uploads work (what format, what processing happens)
5. Database schema (what tables/collections exist)
6. API routes and their purposes
7. Frontend pages and components
8. Docker setup
9. Any auth/session handling
Please read key files: package.json files, main entry points, route files, database schema files, docker-compose.yml, and any frontend components. Be thorough - I need a complete picture to plan a new combined app.
Agent:
Explore auth project structure
IN
Explore the /volume2/docker/finance/auth directory thoroughly. I need to understand:
1. Full directory structure (tree)
2. What authentication system is used (authentik integration details)
3. How OAuth/OIDC flow works
4. Any middleware or helper functions for protecting routes
5. Session management approach
6. How frontend handles auth state
7. Any example of how other apps integrate with this auth system
8. Docker setup and environment variables
Please read all files carefully - this auth system will be integrated into a new combined app. I need to understand exactly how to use it.
Thinking
Thinking
Now I have a complete picture of all three. Let me design the plan.
Agent:
Design combined app architecture
IN
Design a detailed implementation plan for a new combined web app that merges two existing applications. Here is full context:
---
## App 1: payments-logger (Node.js)
- **Purpose**: Ingest Bulgarian bank SMS → parse → store in PostgreSQL → review/tag/notify in React UI
- **Stack**: Node.js 20 + Express + Prisma 5 + PostgreSQL 16 + React 18 + Vite + Tailwind CSS
- **Auth**: Custom JWT (bcryptjs + jose), tokens in localStorage
- **Ingest**: POST /api/payments/ingest (public) — SMS text OR structured JSON (Apple Wallet)
- **Schema** (PostgreSQL via Prisma):
- `payments` table: id, raw_message, date, type (POS/ATM/INTERNET/ECOM/P2P/WALLET), card, recipient, amount, balance, status (UNPROCESSED/SENT/SKIPPED), notifyPhone, notifiedAt, created_at, updated_at
- `tags` table: id, name, color — M2M with payments via `_PaymentToTag`
- `users` table: id, username, hashed_password (this will be REMOVED)
- **UI**: Single-page React app — PaymentTable (sortable, filterable, taggable), FilterBar, status actions (send/skip), notification system
- **Parser** (backend/src/parser.js): Regex parser for Bulgarian DSK Bank SMS, extracts date/time (DD/MM/YYYY HH:MM), card mask, transaction type, recipient, amount, balance
## App 2: dsk-uploader (Python/Flask)
- **Purpose**: Upload DSK bank CSV exports → parse/normalize → upload to Notion database
- **Stack**: Python 3.11 + Flask + Pandas + Custom Notion SDK + Bootstrap 5
- **Auth**: None (open)
- **CSV format** (DSK Bank Bulgarian format, columns):
- `Дата` (date, DD.MM.YYYY)
- `Вид на трансакцията` (transaction type, Bulgarian)
- `Основание` (reason/description — contains card number regex: `^\d{6}x{6}\d{4}$`)
- `Дебит BGN` (debit amount, may be empty)
- `Кредит BGN` (credit amount, may be empty)
- `Наредител/Получател` (orderer/recipient name)
- `Номер сметка на наредителя / получателя` (account number)
- **Processing**: merge multiple CSVs, normalize dates, extract card numbers from reason via regex, auto-generate tags (keyword heuristics: ЗАПЛАТА→Salary, NETFLIX→Subscriptions, etc.), filter internal transfers
- **Output**: Notion database pages (this will be REPLACED with local PostgreSQL)
## App 3: auth (Authentik)
- **Mode**: Proxy mode via NPM (forward auth)
- **How it works**: NPM intercepts all requests, calls Authentik outpost's auth endpoint. On success, NPM injects headers into proxied request:
- `X-authentik-username`
- `X-authentik-email`
- `X-authentik-groups`
- **No code integration needed** in the app itself — just trust these headers from NPM
- **Logout**: Redirect user to `/outpost.goauthentik.io/sign_out`
---
## What the New Combined App Must Do
1. **Single PostgreSQL database** for all transactions
2. **SMS Ingest** (public endpoint) — same as payments-logger /ingest, source=INGEST
3. **CSV Upload** (authenticated) — parse DSK CSV files, store transactions with source=UPLOAD into the same DB schema
4. **Unified UI** — show all payments in one table regardless of source
5. **Source indicator** in UI — badge showing "INGEST", "UPLOAD", or "BOTH" (if duplicate detection added)
6. **Source filter** in FilterBar — filter by All/Ingest/Upload
7. **Authentik auth** — remove custom JWT entirely; trust X-authentik-* headers from NPM
8. **All existing payments-logger features**: tagging, send notification, skip, status tracking, filters, sorting, pagination
9. **Remove Notion dependency entirely** — all data stays in local PostgreSQL
---
## Technical Constraints
- Keep Node.js backend (not Python) — extend payments-logger's stack
- CSV parsing: use `csv-parse` npm package (handles encoding, streaming)
- File upload: use `multer` npm middleware
- Auth middleware: read X-authentik-username header, 401 if missing (but /api/payments/ingest stays public)
- Add `source` enum field (INGEST/UPLOAD) to payments schema
- Add `currency` field (EUR for SMS ingest, BGN for CSV uploads) — or just store as-is
- Remove `users` table from schema
---
## Please Design
1. Complete folder structure for the new app (suggest name: "finance-hub" or similar — note this is a placeholder, user will confirm)
2. Prisma schema with new fields (`source`, `currency`)
3. All backend API routes
4. CSV parser design in Node.js (port of the Python logic)
5. Authentik auth middleware
6. Frontend component structure (React) — what's reused from payments-logger, what's new
7. Docker Compose setup
8. Environment variables needed
9. Step-by-step implementation order
10. Verification checklist
Be specific about file paths and code structure. This will be used to write actual implementation code.
Thinking
Thinking
Good plan. Let me ask the one thing I need before writing the final plan.
AskUserQuestion
OUT
User has answered your questions: "What should the new combined app be called? This will be the folder name under /volume2/docker/finance/ and the app branding."="finance-hub". You can now continue with the user's answers in mind.
Thinking
Thinking
Writing the final plan now.
Thinking
Thinking
Write
ets-create-a-new-generic-sun.md
ets-create-a-new-generic-sun.md
326 lines
# finance-hub — Implementation Plan
## Context
Two separate finance apps exist as references and will be retired:
- **payments-logger** (Node.js/React): Ingests Bulgarian bank SMS notifications, stores payments in PostgreSQL, provides a review/tag/notify UI.
- **dsk-uploader** (Python/Flask): Uploads DSK bank CSV exports, parses them, sends to Notion.
The new app **finance-hub** (`/volume2/docker/finance/finance-hub/`) replaces both with a single unified system: all transactions (SMS-ingested and CSV-uploaded) land in one PostgreSQL database and one React UI. Authentication is delegated entirely to Authentik (proxy mode via NPM — no custom JWT).
---
## Tech Stack
| Layer | Choice | Rationale |
|-------|--------|-----------|
| Backend | Node.js 20 + Express + Prisma 5 | Extends payments-logger; no Python needed |
| CSV parsing | `csv-parse` + `iconv-lite` | Handles Bulgarian cp1251 encoding, RFC4180 quoted fields |
| File upload | `multer` (memory storage) | Bank CSVs are small (<500 KB), no disk cleanup needed |
| Database | PostgreSQL 16 | Same as payments-logger |
| Frontend | React 18 + Vite + Tailwind CSS + Lucide React | Same as payments-logger |
| Auth | Authentik proxy via NPM headers | No custom JWT; removes users table entirely |
| Container | Docker Compose | Same pattern as both reference apps |
**Removed vs payments-logger:** `bcryptjs`, `jose`, `users` table, login form, JWT storage.
**Removed vs dsk-uploader:** Python/Flask, Pandas, Notion SDK, all Notion references.
**Added:** `csv-parse`, `iconv-lite`, `multer`, `source` + `currency` fields, `UploadPanel` component.
---
## Folder Structure
```
/volume2/docker/finance/finance-hub/
├── docker-compose.yml
├── .env
├── .env.example
├── .gitignore
├── backend/
│ ├── Dockerfile
│ ├── package.json
│ ├── prisma/
│ │ ├── schema.prisma
│ │ └── migrations/
│ │ ├── migration_lock.toml
│ │ └── 20260508_init/
│ │ └── migration.sql
│ └── src/
│ ├── index.js ← entry point (Authentik middleware wired here)
│ ├── auth.js ← Authentik header middleware (replaces JWT auth)
│ ├── parser.js ← SMS parser (copy verbatim from payments-logger)
│ ├── csvParser.js ← NEW: DSK CSV parser (port of Python dskuploader.py)
│ └── routes/
│ ├── payments.js ← existing routes + source/currency additions
│ └── upload.js ← NEW: POST /api/upload/csv
└── frontend/
├── Dockerfile
├── package.json
├── vite.config.js
├── tailwind.config.js
├── postcss.config.js
├── index.html
└── src/
├── main.jsx ← remove AuthProvider wrapper
├── index.css
├── App.jsx ← remove auth state, add Upload tab toggle
└── components/
├── FilterBar.jsx ← add source filter select
├── PaymentTable.jsx ← add Source badge column + currency display
├── PaymentCard.jsx ← minor source badge addition
├── PaymentList.jsx ← unchanged
└── UploadPanel.jsx ← NEW: drag-and-drop CSV upload UI
```
---
## Database Schema (Prisma)
File: `backend/prisma/schema.prisma`
```prisma
generator client {
provider = "prisma-client-js"
}
datasource db {
provider = "postgresql"
url = env("DATABASE_URL")
}
model Payment {
id Int @id @default(autoincrement())
rawMessage String @map("raw_message")
date DateTime?
type String?
card String?
recipient String?
amount Float?
currency String? @default("EUR")
balance Float?
source Source @default(INGEST)
status Status @default(UNPROCESSED)
tags Tag[]
notifiedAt DateTime? @map("notified_at")
notifyPhone String? @map("notify_phone")
debitBgn Float? @map("debit_bgn")
creditBgn Float? @map("credit_bgn")
transactionType String? @map("transaction_type")
payerAccount String? @map("payer_account")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @updatedAt @map("updated_at")
@@map("payments")
}
model Tag {
id Int @id @default(autoincrement())
name String @unique
color String @default("#6b7280")
payments Payment[]
@@map("tags")
}
enum Status { UNPROCESSED SENT SKIPPED }
enum Source { INGEST UPLOAD }
```
**Key decisions:**
- No `User` model — Authentik owns identity.
- `currency`: `EUR` for SMS ingest, `BGN` for CSV uploads.
- `debitBgn`, `creditBgn`, `transactionType`, `payerAccount`: nullable CSV-only columns; INGEST rows store nulls. Avoids a union query for the unified list view.
- `balance` is always null for CSV rows (DSK export does not include running balance).
- Fresh consolidated migration — no data migration from reference apps required.
---
## API Routes
| Method | Path | Auth | Description |
|--------|------|------|-------------|
| GET | /api/health | public | Health check |
| POST | /api/payments/ingest | public | SMS or structured ingest (source=INGEST) |
| GET | /api/payments | required | List with filters/sort/pagination (+ source filter) |
| GET | /api/payments/meta/tags | required | All tags |
| GET | /api/payments/meta/filters | required | Filter options incl. `sources` array |
| GET | /api/payments/:id | required | Single payment |
| PATCH | /api/payments/:id | required | Update status |
| DELETE | /api/payments/:id | required | Delete |
| POST | /api/payments/:id/send | required | Send notification |
| POST | /api/payments/:id/skip | required | Skip |
| POST | /api/payments/:id/tags | required | Add/upsert tag |
| DELETE | /api/payments/:id/tags/:tagId | required | Remove tag |
| POST | /api/upload/csv | required | DSK CSV file upload (source=UPLOAD) |
---
## Key Implementation Details
### auth.js (replaces entire old auth module)
```js
const PUBLIC_PATHS = new Set(['/api/health', '/api/payments/ingest']);
function authentikMiddleware(req, res, next) {
if (PUBLIC_PATHS.has(req.path)) return next();
const username = req.headers['x-authentik-username'];
if (!username) return res.status(401).json({ error: 'Unauthorized' });
req.user = {
username,
email: req.headers['x-authentik-email'] || null,
groups: (req.headers['x-authentik-groups'] || '').split(',').map(g => g.trim()).filter(Boolean),
};
next();
}
module.exports = { authentikMiddleware };
```
### csvParser.js (port of dskuploader.py)
- `iconv-lite` decodes buffer as cp1251 (DSK Bank export encoding), falls back to UTF-8
- `csv-parse` parses the decoded text with `columns: true`
- Columns: `Дата`, `Вид на трансакцията`, `Основание`, `Дебит BGN`, `Кредит BGN`, `Наредител/Получател`, `Номер сметка на наредителя / получателя`
- Card extraction: regex `/^\d{6}x{6}\d{4}$/` on first token of `Основание`
- Skips rows where `Вид на трансакцията === 'ТРАНСФЕР СОБСТВЕНИ СМЕТКИ'`
- Auto-tags via keyword rules (ЗАПЛАТА→Salary, LIDL→Groceries, NETFLIX→Subscriptions, etc.) — same logic as Python `generate_tags()`
- Returns `{ rows: PaymentData[], skipped: number, errors: string[] }`
### payments.js changes from payments-logger
1. Add `source: 'INGEST'` and `currency` to the `/ingest` create call
2. Add `source` to the `GET /` where clause filter
3. Add `sources` to `meta/filters` response
4. Currency-aware amount formatting in notification message
5. Remove all JWT/auth references (no `/auth/register`, `/auth/login`)
### upload.js (new)
- `multer` memory storage, max 10 files × 10 MB
- Calls `parseDskCsv(buffer)` per file
- Upserts tags via `prisma.tag.upsert` then connects
- Returns `{ imported, skipped, errors, payments[] }`
### Frontend changes
- **Delete**: `auth.js`, `AuthProvider.jsx`
- **main.jsx**: Remove `<AuthProvider>` wrapper
- **App.jsx**: Replace `authFetch` with plain `fetch` (Authentik session cookie travels automatically); logout → `window.location.href = '/outpost.goauthentik.io/sign_out'`; add "Payments" / "Upload CSV" tab toggle
- **FilterBar.jsx**: Add source `<select>` (All / SMS Ingest / CSV Upload); widen grid to 5 cols
- **PaymentTable.jsx**: Add `Source` column with `SMS` (indigo) / `CSV` (emerald) badge; show `${amount} ${currency}` in amount cell
- **UploadPanel.jsx** (new): Drag-and-drop zone + file list + import button + result summary with error accordion; calls `POST /api/upload/csv` with `FormData`
---
## Docker Compose
```yaml
services:
db:
image: postgres:16-alpine
environment: { POSTGRES_USER: finance, POSTGRES_PASSWORD: [PASSWORD] POSTGRES_DB: finance_hub }
volumes: [pgdata:/var/lib/postgresql/data]
healthcheck: { test: pg_isready -U finance -d finance_hub, interval: 5s }
backend:
build: ./backend
environment:
DATABASE_URL: [CONNECTION_STRING]
PORT: "3001"
NOTIFIER_URL: ${NOTIFIER_URL}
NOTIFIER_CHANNEL: ${NOTIFIER_CHANNEL:-viber}
NOTIFY_DEFAULT_PHONE: ${NOTIFY_DEFAULT_PHONE}
TZ: ${TZ:-Europe/Sofia}
ports: ["${BACKEND_PORT:-3001}:3001"]
depends_on: { db: { condition: service_healthy } }
frontend:
build: ./frontend
ports: ["${FRONTEND_PORT:-5175}:5173"]
depends_on: [backend]
volumes: { pgdata: }
```
**NPM setup:** Frontend port proxied through Authentik forward auth. Backend port exposed separately (unprotected) so the public `/api/payments/ingest` remains reachable by iOS Shortcuts / SMS gateways without login.
---
## Environment Variables (.env)
```bash
[ENV_SECRET]
NOTIFIER_URL=[URL_WITH_CREDENTIALS] @default(autoincrement())
rawMessage String @map("raw_message")
date DateTime?
type String?
card String?
recipient String?
amount Float?
currency String? @default("EUR")
balance Float?
source Source @default(INGEST)
status Status @default(UNPROCESSED)
tags Tag[]
notifiedAt DateTime? @map("notified_at")
notifyPhone String? @map("notify_phone")
debitBgn Float? @map("debit_bgn")
creditBgn Float? @map("credit_bgn")
transactionType String? @map("transaction_type")
payerAccount String? @map("payer_account")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @updatedAt @map("updated_at")
@@map("payments")
}
model Tag {
id Int @id @default(autoincrement())
name String @unique
color String @default("#6b7280")
payments Payment[]
@@map("tags")
}
enum Status {
UNPROCESSED
SENT
SKIPPED
}
enum Source {
INGEST
UPLOAD
}
Write
migration.sql
migration.sql
55 lines
-- CreateEnum
CREATE TYPE "Status" AS ENUM ('UNPROCESSED', 'SENT', 'SKIPPED');
CREATE TYPE "Source" AS ENUM ('INGEST', 'UPLOAD');
-- CreateTable
CREATE TABLE "payments" (
"id" SERIAL PRIMARY KEY,
"raw_message" TEXT NOT NULL,
"date" TIMESTAMP(3),
"type" TEXT,
"card" TEXT,
"recipient" TEXT,
"amount" DOUBLE PRECISION,
"currency" TEXT DEFAULT 'EUR',
"balance" DOUBLE PRECISION,
"source" "Source" NOT NULL DEFAULT 'INGEST',
"status" "Status" NOT NULL DEFAULT 'UNPROCESSED',
"notified_at" TIMESTAMP(3),
"notify_phone" TEXT,
"debit_bgn" DOUBLE PRECISION,
"credit_bgn" DOUBLE PRECISION,
"transaction_type" TEXT,
"payer_account" TEXT,
"created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP
);
-- CreateTable
CREATE TABLE "tags" (
"id" SERIAL PRIMARY KEY,
"name" TEXT NOT NULL,
"color" TEXT NOT NULL DEFAULT '#6b7280'
);
-- CreateUniqueIndex
CREATE UNIQUE INDEX "tags_name_key" ON "tags"("name");
-- CreateTable (M2M join)
CREATE TABLE "_PaymentToTag" (
"A" INTEGER NOT NULL,
"B" INTEGER NOT NULL,
CONSTRAINT "_PaymentToTag_AB_pkey" PRIMARY KEY ("A", "B")
);
CREATE INDEX "_PaymentToTag_B_index" ON "_PaymentToTag"("B");
-- AddForeignKey
ALTER TABLE "_PaymentToTag"
ADD CONSTRAINT "_PaymentToTag_A_fkey"
FOREIGN KEY ("A") REFERENCES "payments"("id") ON DELETE CASCADE ON UPDATE CASCADE;
ALTER TABLE "_PaymentToTag"
ADD CONSTRAINT "_PaymentToTag_B_fkey"
FOREIGN KEY ("B") REFERENCES "tags"("id") ON DELETE CASCADE ON UPDATE CASCADE;
Write
migration_lock.toml
migration_lock.toml
4 lines
# Please do not edit this file manually
# It should be added in your version-control system (e.g., Git)
provider = "postgresql"
Update Todos
Create folder structure and root config files
Write backend Prisma schema and migration
Write backend package.json and Dockerfile
Write backend src files (auth, parser, csvParser, index)
Write backend routes (payments.js, upload.js)
Write frontend config files
Write frontend React components
Build and verify with docker compose
Write
package.json
package.json
26 lines
{
"name": "finance-hub-backend",
"version": "1.0.0",
"main": "src/index.js",
"scripts": {
"start": "node src/index.js",
"dev": "nodemon src/index.js",
"prisma:generate": "prisma generate",
"prisma:migrate": "prisma migrate deploy"
},
"dependencies": {
"@prisma/client": "^5.22.0",
"cors": "^2.8.5",
"csv-parse": "^5.5.6",
"express": "^4.21.1",
"express-rate-limit": "^7.4.0",
"iconv-lite": "^0.6.3",
"morgan": "^1.10.0",
"multer": "^1.4.5-lts.1"
},
"devDependencies": {
"nodemon": "^3.1.7",
"prisma": "^5.22.0"
}
}
Write
Dockerfile
Dockerfile
18 lines
FROM node:20-alpine
RUN apk add --no-cache openssl
WORKDIR /app
COPY package.json package-lock.json* ./
RUN npm install
COPY prisma ./prisma
RUN npx prisma generate
COPY src ./src
EXPOSE 3001
CMD ["sh", "-c", "npx prisma migrate deploy && node src/index.js"]
Update Todos
Create folder structure and root config files
Write backend Prisma schema and migration
Write backend package.json and Dockerfile
Write backend src files (auth, parser, csvParser, index)
Write backend routes (payments.js, upload.js)
Write frontend config files
Write frontend React components
Build and verify with docker compose
Write
auth.js
auth.js
27 lines
const PUBLIC_PATHS = new Set([
'/api/health',
'/api/payments/ingest',
]);
function authentikMiddleware(req, res, next) {
if (PUBLIC_PATHS.has(req.path)) return next();
const username = req.headers['x-authentik-username'];
if (!username) {
return res.status(401).json({ error: 'Unauthorized — missing Authentik session' });
}
req.user = {
username,
email: req.headers['x-authentik-email'] || null,
groups: (req.headers['x-authentik-groups'] || '')
.split(',')
.map(g => g.trim())
.filter(Boolean),
};
next();
}
module.exports = { authentikMiddleware };...
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True
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monitor_2
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NULL
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NULL
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NULL
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
Pull requests · screenpipe/screenpipe · GitHub
DNS / Nameservers | Hostinger
DNS / Nameservers | Hostinger
Nginx Proxy Manager
Nginx Proxy Manager
Screenpipe — Archive
Screenpipe — Archive
SQLite Web: archive.db
SQLite Web: archive.db
SQLite Web: db.sqlite
SQLite Web: db.sqlite
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
DXP4800PLUS-B5F8
AFFiNE - All In One KnowledgeOS
AFFiNE - All In One KnowledgeOS
All docs · AFFiNE
All docs · AFFiNE
Payments Logger
Payments Logger
Vesselin Petrunov - Software Еngineering Manager reacted to this post: Забелязвам една плашеща… - [EMAIL] - Gmail
Vesselin Petrunov - Software Еngineering Manager reacted to this post: Забелязвам една плашеща… - [EMAIL] - Gmail
google.com/url?q=https://www.linkedin.com/comm/feed/update/urn:li:activity:7455236843408625664?origin%3DNETWORK_CONVERSATIONS%26lipi%3Durn%253Ali%253Apage%253Aemail_email_network_conversations_01%253BczdG8Ye0TNei8mqQYA5q4g%253D%253D%26midToken%3DAQFmLIn5jb
google.com/url?q=https://www.linkedin.com/comm/feed/update/urn:li:activity:7455236843408625664?origin%3DNETWORK_CONVERSATIONS%26lipi%3Durn%253Ali%253Apage%253Aemail_email_network_conversations_01%253BczdG8Ye0TNei8mqQYA5q4g%253D%253D%26midToken%3DAQFmLIn5jb
Close tab
(25) Quora
(25) Quora
Location Logger
Location Logger
Finance Hub
Finance Hub
Finance Hub
Finance Hub
Select: payments - db - Adminer
Select: payments - db - Adminer
Електронно банкиране ДСК Директ от Банка ДСК
Електронно банкиране ДСК Директ от Банка ДСК
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
New Tab
Customize sidebar
Open Google Gemini (⌃X)
Open history (⇧⌘H)
Open bookmarks (⌘B)
Bitwarden
Waiting for www.linkedin.com…...
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
Pull requests · screenpipe/screenpipe · GitHub
DNS / Nameservers | Hostinger
DNS / Nameservers | Hostinger
Nginx Proxy Manager
Nginx Proxy Manager
Screenpipe — Archive
Screenpipe — Archive
SQLite Web: archive.db
SQLite Web: archive.db
SQLite Web: db.sqlite
SQLite Web: db.sqlite
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
DXP4800PLUS-B5F8
AFFiNE - All In One KnowledgeOS
AFFiNE - All In One KnowledgeOS
All docs · AFFiNE
All docs · AFFiNE
Payments Logger
Payments Logger
Vesselin Petrunov - Software Еngineering Manager reacted to this post: Забелязвам една плашеща… - [EMAIL] - Gmail
Vesselin Petrunov - Software Еngineering Manager reacted to this post: Забелязвам една плашеща… - [EMAIL] - Gmail
google.com/url?q=https://www.linkedin.com/comm/feed/update/urn:li:activity:7455236843408625664?origin%3DNETWORK_CONVERSATIONS%26lipi%3Durn%253Ali%253Apage%253Aemail_email_network_conversations_01%253BczdG8Ye0TNei8mqQYA5q4g%253D%253D%26midToken%3DAQFmLIn5jb
google.com/url?q=https://www.linkedin.com/comm/feed/update/urn:li:activity:7455236843408625664?origin%3DNETWORK_CONVERSATIONS%26lipi%3Durn%253Ali%253Apage%253Aemail_email_network_conversations_01%253BczdG8Ye0TNei8mqQYA5q4g%253D%253D%26midToken%3DAQFmLIn5jb
Close tab
(25) Quora
(25) Quora
Location Logger
Location Logger
Finance Hub
Finance Hub
Finance Hub
Finance Hub
Select: payments - db - Adminer
Select: payments - db - Adminer
Електронно банкиране ДСК Директ от Банка ДСК
Електронно банкиране ДСК Директ от Банка ДСК
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
New Tab
Customize sidebar
Open Google Gemini (⌃X)
Open history (⇧⌘H)
Open bookmarks (⌘B)
Bitwarden
Waiting for www.linkedin.com…...
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NULL
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NULL
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NULL
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NULL
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12352
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NULL
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0
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2026-05-09T08:47:38.212764+00:00
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Firefox
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monitor_1
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NULL
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NULL
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NULL
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NULL
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
Pull requests · screenpipe/screenpipe · GitHub
DNS / Nameservers | Hostinger
DNS / Nameservers | Hostinger
Nginx Proxy Manager
Nginx Proxy Manager
Screenpipe — Archive
Screenpipe — Archive
SQLite Web: archive.db
SQLite Web: archive.db
SQLite Web: db.sqlite
SQLite Web: db.sqlite
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
DXP4800PLUS-B5F8
AFFiNE - All In One KnowledgeOS
AFFiNE - All In One KnowledgeOS
All docs · AFFiNE
All docs · AFFiNE
Payments Logger
Payments Logger
Vesselin Petrunov - Software Еngineering Manager reacted to this post: Забелязвам една плашеща… - [EMAIL] - Gmail
Vesselin Petrunov - Software Еngineering Manager reacted to this post: Забелязвам една плашеща… - [EMAIL] - Gmail
google.com/url?q=https://www.linkedin.com/comm/feed/update/urn:li:activity:7455236843408625664?origin%3DNETWORK_CONVERSATIONS%26lipi%3Durn%253Ali%253Apage%253Aemail_email_network_conversations_01%253BczdG8Ye0TNei8mqQYA5q4g%253D%253D%26midToken%3DAQFmLIn5jb
google.com/url?q=https://www.linkedin.com/comm/feed/update/urn:li:activity:7455236843408625664?origin%3DNETWORK_CONVERSATIONS%26lipi%3Durn%253Ali%253Apage%253Aemail_email_network_conversations_01%253BczdG8Ye0TNei8mqQYA5q4g%253D%253D%26midToken%3DAQFmLIn5jb
Close tab
(25) Quora
(25) Quora
Location Logger
Location Logger
Finance Hub
Finance Hub
Finance Hub
Finance Hub
Select: payments - db - Adminer
Select: payments - db - Adminer
Електронно банкиране ДСК Директ от Банка ДСК
Електронно банкиране ДСК Директ от Банка ДСК
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
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Vesselin Petrunov Vesselin Petrunov liked this Shule Y. Shule Y. Founder & Strategic Architect @ Tech Bridge |… Follow Забелязвам една плашеща тенденция, че всеки втори е експерт по ИИ… Едно е да използваш ИИ като потребител в… see more LIKE PRAISE INTEREST 61 ·57 Comments Read more
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Забелязвам една плашеща тенденция, че всеки втори е експерт по ИИ… Едно е да използваш ИИ като потребител в…
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Nikolay Yankov Nikolay Yankov liked this Mollie Luckhurst Mollie Luckhurst Strategic Operator | Scaling SaaS Businesses | CS… Follow I don’t think I’ve bought my own laptop in about 20 years. It’s always been work-issued or the occasional… see more LIKE PRAISE EMPATHY 69 ·13 Comments Read more Read more
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Tsvetomir Banovski Tsvetomir Banovski celebrated this Alexander Semov / Александър Семов Alexander Semov / Александър Семов 1ˢᵗ on LinkedIn Bulgaria for Workplace Well-Being &… Follow Много често чувах от хората, че няма да успее, защото няма пари... Нямало толкова голяма фен база... Все… see more LIKE PRAISE EMPATHY 1,697 ·12 Comments Read more Read more
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Alexander Semov / Александър Семов Alexander Semov / Александър Семов 1ˢᵗ on LinkedIn Bulgaria for Workplace Well-Being &…
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Много често чувах от хората, че няма да успее, защото няма пари... Нямало толкова голяма фен база... Все…
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Kiril Dragomirov Kiril Dragomirov loved this Margarita Petrova Margarita Petrova HR Specialist at AXSMarine 🛥️ | Talent Acquisition |… Follow Честит 1 май – Международен ден на труда! 🛠️ 📈 Днес отбелязваме силата на усилията, постоянството и… see more LIKE PRAISE EMPATHY 21 Read more Read more
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Честит 1 май – Международен ден на труда!
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-2644575759877174887
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click
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accessibility
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NULL
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
Pull requests · screenpipe/screenpipe · GitHub
DNS / Nameservers | Hostinger
DNS / Nameservers | Hostinger
Nginx Proxy Manager
Nginx Proxy Manager
Screenpipe — Archive
Screenpipe — Archive
SQLite Web: archive.db
SQLite Web: archive.db
SQLite Web: db.sqlite
SQLite Web: db.sqlite
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
DXP4800PLUS-B5F8
AFFiNE - All In One KnowledgeOS
AFFiNE - All In One KnowledgeOS
All docs · AFFiNE
All docs · AFFiNE
Payments Logger
Payments Logger
Wizz Air Important Message - [EMAIL] - Gmail
Wizz Air Important Message - [EMAIL] - Gmail
Close tab
(25) Quora
(25) Quora
Location Logger
Location Logger
Finance Hub
Finance Hub
Finance Hub
Finance Hub
Select: payments - db - Adminer
Select: payments - db - Adminer
Електронно банкиране ДСК Директ от Банка ДСК
Електронно банкиране ДСК Директ от Банка ДСК
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
New Tab
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Open Google Gemini (⌃X)
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Drafts 8 unread
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Updates 8784 unread has menu
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Wizz Air Important Message
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Important according to Google magic
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Remove label Inbox from this conversation
Kraków to Sofia
Wed 6 May • 13:19 – 16:19
KRK
13:19
12:45
2h
SOF
15:45
16:19
Confirmation
YTPB8R
Wizz Air
W64454
Based on 2 emails
Based on
2 emails
Correct?
Yes
No
Wizz Air Customer Service [EMAIL]
Wizz Air Customer Service [EMAIL]
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[EMAIL]
Wed 6 May, 11:10 (3 days ago)
Wed 6 May, 11:10 (3 days ago)
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NULL
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12348
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545
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38
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2026-05-09T08:47:29.662325+00:00
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/Users/lukas/.screenpipe/data/data/2026-05-09/1778 /Users/lukas/.screenpipe/data/data/2026-05-09/1778316449662_m1.jpg...
|
Firefox
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Wizz Air Important Message - kovaliklukas@gmail.co Wizz Air Important Message - kovaliklukas@gmail.com - Gmail — Personal...
|
True
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mail.google.com/mail/u/0/#inbox/FMfcgzQgLjSzQfzDpW mail.google.com/mail/u/0/#inbox/FMfcgzQgLjSzQfzDpWgLWmqmwMXhxdNv...
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monitor_1
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NULL
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NULL
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NULL
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NULL
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
Pull requests · screenpipe/screenpipe · GitHub
DNS / Nameservers | Hostinger
DNS / Nameservers | Hostinger
Nginx Proxy Manager
Nginx Proxy Manager
Screenpipe — Archive
Screenpipe — Archive
SQLite Web: archive.db
SQLite Web: archive.db
SQLite Web: db.sqlite
SQLite Web: db.sqlite
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
DXP4800PLUS-B5F8
AFFiNE - All In One KnowledgeOS
AFFiNE - All In One KnowledgeOS
All docs · AFFiNE
All docs · AFFiNE
Payments Logger
Payments Logger
Wizz Air Important Message - [EMAIL] - Gmail
Wizz Air Important Message - [EMAIL] - Gmail
Close tab
(25) Quora
(25) Quora
Location Logger
Location Logger
Finance Hub
Finance Hub
Finance Hub
Finance Hub
Select: payments - db - Adminer
Select: payments - db - Adminer
Електронно банкиране ДСК Директ от Банка ДСК
Електронно банкиране ДСК Директ от Банка ДСК
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
New Tab
Customize sidebar
Open Google Gemini (⌃X)
Open history (⇧⌘H)
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8
Purchases has menu
Purchases
Social 5202 unread has menu
Social
5,202
Updates 8784 unread has menu
Updates
8,784
Forums 6100 unread has menu
Forums
6,100
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38,752
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arch has menu
arch
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Fibank 1229 unread has menu
Fibank
1,229
FL 6 unread has menu
FL
6
Hardware & Software has menu
Hardware & Software
HOSTING 5 unread has menu
HOSTING
5
Infected Items has menu
Infected Items
jiminny-github 7487 unread has menu
jiminny-github
7,487
Junk E-mail 219 unread has menu
Junk E-mail
219
Kontakty has menu
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Kraków to Sofia
Wed 6 May • 13:19 – 16:19
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Pull requests · screenpipe/screenpipe · GitHub
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DNS / Nameservers | Hostinger
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
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AFFiNE - All In One KnowledgeOS
AFFiNE - All In One KnowledgeOS
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Stop Losing Notes: Pick A Cross-Device App That Syncs | AFFiNE
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Kraków to Sofia
Wed 6 May • 13:19 – 16:19
KRK
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2h
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16:19
Confirmation
YTPB8R
Wizz Air
W64454
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Correct?
Yes
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7 automations that feed your second brain for you 7 automations that feed your second brain for you 🧠 - kovaliklukas@gmail.com - Gmail — Personal...
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Pull requests · screenpipe/screenpipe · GitHub
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
DXP4800PLUS-B5F8
DXP4800PLUS-B5F8
AFFiNE - All In One KnowledgeOS
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All docs · AFFiNE
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You had the idea. You forgot the idea.
You had the idea. You forgot the idea.
A second brain is only as good as what actually makes it in. Good intentions don't capture shower thoughts or save articles at midnight, but the right automations do.
We came up with 7 ways to remove that friction entirely.
7 ways to build a second brain with automations
Read the blog
One Applet worth trying today
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Turn your favorite RSS feed into an effortless archive. Every new post is automatically saved as a clean, organized Google Doc with all the key details ready for you to revisit anytime.
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7 ways to build a second brain with automations
7 ways to build a second brain with automations
1. Capture your best ideas before they disappear 💭
1. Capture your best ideas before they disappear
Whether you're jotting a quick note or setting a reminder, there's an Applet that catches it and sends it straight into your system before it slips away.
Create a Google Docs outline from Note widget ideas
Add new iOS Reminders as Trello cards
Email yourself a note from the Note widget
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2. Get the content you save to where you'll actually read it 📖
2. Get the content you save to where you'll actually read it
Route content directly to where you actually read it, before it gets lost in a tab you'll never reopen.
Save new RSS feed items to Instapaper
Add popular articles from the New York Times to your iOS Reading List
Send bookmarked Medium posts to Kindle via Gmail
Get a weekly Longreads email digest every Saturday
3. Let AI pick up where your second brain leaves off 🤖
3. Let AI pick up where your second brain leaves off
Your second brain stores everything. AI is what makes it actually think: turning raw notes, drafts, and docs into something useful.
Send your email to Claude for proofreading via IFTTT
Email Claude summary when new Google Doc is added
Auto‑draft Outlook replies with ChatGPT
Automatically generate ChatGPT response to emails when you tag them #ChatGPT
There are 4 more ideas where these came from. Check them out on our blog..
7 ways to build a second brain with automations
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
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DNS / Nameservers | Hostinger
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Screenpipe — Archive
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
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You had the idea. You forgot the idea.
You had the idea. You forgot the idea.
A second brain is only as good as what actually makes it in. Good intentions don't capture shower thoughts or save articles at midnight, but the right automations do.
We came up with 7 ways to remove that friction entirely.
7 ways to build a second brain with automations
Read the blog
One Applet worth trying today
One Applet worth trying today
Turn your favorite RSS feed into an effortless archive. Every new post is automatically saved as a clean, organized Google Doc with all the key details ready for you to revisit anytime.
Save new RSS feed items to Google Docs
Try Pro free today and take your Applets to the next level!
IFTTT Pro 20 AppletsMulti-action AppletsWebhooks and Twitter AppletsFastest Applet speedsIncreased rate limitsCustomer support
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Fastest Applet speeds
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7 ways to build a second brain with automations
7 ways to build a second brain with automations
1. Capture your best ideas before they disappear 💭
1. Capture your best ideas before they disappear
Whether you're jotting a quick note or setting a reminder, there's an Applet that catches it and sends it straight into your system before it slips away.
Create a Google Docs outline from Note widget ideas
Add new iOS Reminders as Trello cards
Email yourself a note from the Note widget
Add new iOS Reminders to Notion To-Do list
2. Get the content you save to where you'll actually read it 📖
2. Get the content you save to where you'll actually read it
Route content directly to where you actually read it, before it gets lost in a tab you'll never reopen.
Save new RSS feed items to Instapaper
Add popular articles from the New York Times to your iOS Reading List
Send bookmarked Medium posts to Kindle via Gmail
Get a weekly Longreads email digest every Saturday
3. Let AI pick up where your second brain leaves off 🤖
3. Let AI pick up where your second brain leaves off
Your second brain stores everything. AI is what makes it actually think: turning raw notes, drafts, and docs into something useful.
Send your email to Claude for proofreading via IFTTT
Email Claude summary when new Google Doc is added
Auto‑draft Outlook replies with ChatGPT
Automatically generate ChatGPT response to emails when you tag them #ChatGPT
There are 4 more ideas where these came from. Check them out on our blog..
7 ways to build a second brain with automations
See the full list
Services to try
Services to try
Anthropic Claude automations and integrations
Camera widget automations and integrations
Trello integrations and automations on IFTTT
Instapaper on IFTTT
Users are loving these stories
Users are loving these stories
Your Applets just got a memory: introducing DataStore
Your Applets just got a memory: introducing DataStore
How an IFTTTer simplifies their daily life
How an IFTTTer simplifies their daily life
Visit IFTTT homepage
Download IFTTT for iOS from the App Store
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7 automations that feed your second brain for you 7 automations that feed your second brain for you 🧠 - kovaliklukas@gmail.com - Gmail — Personal...
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Pull requests · screenpipe/screenpipe · GitHub
Pul Pull requests · screenpipe/screenpipe · GitHub
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
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You had the idea. You forgot the idea.
You had the idea. You forgot the idea.
A second brain is only as good as what actually makes it in. Good intentions don't capture shower thoughts or save articles at midnight, but the right automations do.
We came up with 7 ways to remove that friction entirely.
7 ways to build a second brain with automations
Read the blog
One Applet worth trying today
One Applet worth trying today
Turn your favorite RSS feed into an effortless archive. Every new post is automatically saved as a clean, organized Google Doc with all the key details ready for you to revisit anytime.
Save new RSS feed items to Google Docs
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7 ways to build a second brain with automations
7 ways to build a second brain with automations
1. Capture your best ideas before they disappear 💭
1. Capture your best ideas before they disappear
Whether you're jotting a quick note or setting a reminder, there's an Applet that catches it and sends it straight into your system before it slips away.
Create a Google Docs outline from Note widget ideas
Add new iOS Reminders as Trello cards
Email yourself a note from the Note widget
Add new iOS Reminders to Notion To-Do list
2. Get the content you save to where you'll actually read it 📖
2. Get the content you save to where you'll actually read it
Route content directly to where you actually read it, before it gets lost in a tab you'll never reopen.
Save new RSS feed items to Instapaper
Add popular articles from the New York Times to your iOS Reading List
Send bookmarked Medium posts to Kindle via Gmail
Get a weekly Longreads email digest every Saturday
3. Let AI pick up where your second brain leaves off 🤖
3. Let AI pick up where your second brain leaves off
Your second brain stores everything. AI is what makes it actually think: turning raw notes, drafts, and docs into something useful.
Send your email to Claude for proofreading via IFTTT
Email Claude summary when new Google Doc is added
Auto‑draft Outlook replies with ChatGPT
Automatically generate ChatGPT response to emails when you tag them #ChatGPT
There are 4 more ideas where these came from. Check them out on our blog..
7 ways to build a second brain with automations
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You had the idea. You forgot the idea.
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7 ways to build a second brain with automations
7 ways to build a second brain with automations
1. Capture your best ideas before they disappear 💭
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I cheated on my husband, he wants a divorce. I wan I cheated on my husband, he wants a divorce. I want more than anything for us to work on our marriage through marriage counseling. We have been to...? - kovaliklukas@gmail.com - Gmail — Personal...
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I cheated on my husband, he wants a divorce. I want more than anything for us to work on our marriage through marriage counseling. We have been to...?
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Navigating Affairs Navigating Affairs • 1.3K followers A space for the betrayed spouses and individuals in affairs & post affairs
I cheated on my husband, he wants a divorce. I want more than anything for us to work on our marriage through marriage counseling. We have been together for 17 years. What should I do?
I cheated on my husband, he wants a divorce. I want more than anything for us to work on our marriage through marriage counseling. We have been together for 17 years. What should I do?
Dacoge
Dacoge
Answered April 4
You’ve got to be joking. Really, you do. Counseling?! The time for that was BEFORE YOU DESTROYED YOUR MARRIAGE BY VIOLATING THOSE MOST SACRED VOWS! Grant him the divorce, T...
You’ve got to be joking. Really, you do. Counseling?! The time for that was BEFORE YOU DESTROYED YOUR MARRIAGE BY VIOLATING THOSE MOST SACRED VOWS! Grant him the divorce, T...
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Why does a cheating partner act loyal after betrayal?
Why does a cheating partner act loyal after betrayal?
Lacey Lane
Lacey Lane
, I’ve been through it all!
Answered April 6
There are probably 2 reasons for this. They are love bombing, trying to divert your attention away from their indiscretions, so you will feel all warm and fuzzy and hopefull...
There are probably 2 reasons for this.
They are love bombing, trying to divert your attention away from their indiscretions, so you will feel all warm and fuzzy and hopefull...
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I cheated on my husband, he wants a divorce. I want more than anything for us to work on our marriage through marriage counseling. We have been to...?
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Navigating Affairs Navigating Affairs • 1.3K followers A space for the betrayed spouses and individuals in affairs & post affairs
I cheated on my husband, he wants a divorce. I want more than anything for us to work on our marriage through marriage counseling. We have been together for 17 years. What should I do?
I cheated on my husband, he wants a divorce. I want more than anything for us to work on our marriage through marriage counseling. We have been together for 17 years. What should I do?
Dacoge
Dacoge
Answered April 4
You’ve got to be joking. Really, you do. Counseling?! The time for that was BEFORE YOU DESTROYED YOUR MARRIAGE BY VIOLATING THOSE MOST SACRED VOWS! Grant him the divorce, T...
You’ve got to be joking. Really, you do. Counseling?! The time for that was BEFORE YOU DESTROYED YOUR MARRIAGE BY VIOLATING THOSE MOST SACRED VOWS! Grant him the divorce, T...
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Why does a cheating partner act loyal after betrayal?
Why does a cheating partner act loyal after betrayal?
Lacey Lane
Lacey Lane
, I’ve been through it all!
Answered April 6
There are probably 2 reasons for this. They are love bombing, trying to divert your attention away from their indiscretions, so you will feel all warm and fuzzy and hopefull...
There are probably 2 reasons for this.
They are love bombing, trying to divert your attention away from their indiscretions, so you will feel all warm and fuzzy and hopefull...
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Navigating Affairs Navigating Affairs • 1.3K followers A space for the betrayed spouses and individuals in affairs & post affairs
I cheated on my husband, he wants a divorce. I want more than anything for us to work on our marriage through marriage counseling. We have been together for 17 years. What should I do?
I cheated on my husband, he wants a divorce. I want more than anything for us to work on our marriage through marriage counseling. We have been together for 17 years. What should I do?
Dacoge
Dacoge
Answered April 4
You’ve got to be joking. Really, you do. Counseling?! The time for that was BEFORE YOU DESTROYED YOUR MARRIAGE BY VIOLATING THOSE MOST SACRED VOWS! Grant him the divorce, T...
You’ve got to be joking. Really, you do. Counseling?! The time for that was BEFORE YOU DESTROYED YOUR MARRIAGE BY VIOLATING THOSE MOST SACRED VOWS! Grant him the divorce, T...
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Why does a cheating partner act loyal after betrayal?
Why does a cheating partner act loyal after betrayal?
Lacey Lane
Lacey Lane
, I’ve been through it all!
Answered April 6
There are probably 2 reasons for this. They are love bombing, trying to divert your attention away from their indiscretions, so you will feel all warm and fuzzy and hopefull...
There are probably 2 reasons for this.
They are love bombing, trying to divert your attention away from their indiscretions, so you will feel all warm and fuzzy and hopefull...
Read more »
Read more »
Read more in Navigating Affairs
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I cheated on my husband, he wants a divorce. I want more than anything for us to work on our marriage through marriage counseling. We have been to...?
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Navigating Affairs Navigating Affairs • 1.3K followers A space for the betrayed spouses and individuals in affairs & post affairs
I cheated on my husband, he wants a divorce. I want more than anything for us to work on our marriage through marriage counseling. We have been together for 17 years. What should I do?
I cheated on my husband, he wants a divorce. I want more than anything for us to work on our marriage through marriage counseling. We have been together for 17 years. What should I do?
Dacoge
Dacoge
Answered April 4
You’ve got to be joking. Really, you do. Counseling?! The time for that was BEFORE YOU DESTROYED YOUR MARRIAGE BY VIOLATING THOSE MOST SACRED VOWS! Grant him the divorce, T...
You’ve got to be joking. Really, you do. Counseling?! The time for that was BEFORE YOU DESTROYED YOUR MARRIAGE BY VIOLATING THOSE MOST SACRED VOWS! Grant him the divorce, T...
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Why does a cheating partner act loyal after betrayal?
Why does a cheating partner act loyal after betrayal?
Lacey Lane
Lacey Lane
, I’ve been through it all!
Answered April 6
There are probably 2 reasons for this. They are love bombing, trying to divert your attention away from their indiscretions, so you will feel all warm and fuzzy and hopefull...
There are probably 2 reasons for this.
They are love bombing, trying to divert your attention away from their indiscretions, so you will feel all warm and fuzzy and hopefull...
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Read more in Navigating Affairs
Read more in Navigating Affairs
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Здравейте, Lukas Kovalik!
Нашата концепция е да поддържаме възможно най-ниски цени за предлагания от нас пакет услуги. Като доказателство цените ни на килограм остават непроменени от 2020 г (Брекзит), въпреки всички промени в икономическата среда. През последните седмици бяхме изправени пред три последователни увеличения на цените от страна на транспортните ни партньори, като последното беше наложено тази сутрин. Те са свързани с ръст на цените на петрола, пътните такси, застраховки, което оказва пряко влияние върху транспортните разходи и прави невъзможно запазването на досегашните нива. Поради това, считано от 01.06.2026, се налага актуализация на цените на килограм, както следва: Германия: 2 евро/кг (за всеки започнат килограм) Великобритания: 3 евро/кг (за всеки започнат килограм) - минималната корекция, засягаща единствено посочените ставки. Останалите цени и тарифни компоненти остават непроменени. Тази промяна е необходима, за да продължим да осигуряваме надеждна услуга и навременно доставяне на Вашите пратки. С Уважение: Екип GGBG
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Обновление на тарифните компоненти за транспорт
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Здравейте, Lukas Kovalik!
Нашата концепция е да поддържаме възможно най-ниски цени за предлагания от нас пакет услуги. Като доказателство цените ни на килограм остават непроменени от 2020 г (Брекзит), въпреки всички промени в икономическата среда. През последните седмици бяхме изправени пред три последователни увеличения на цените от страна на транспортните ни партньори, като последното беше наложено тази сутрин. Те са свързани с ръст на цените на петрола, пътните такси, застраховки, което оказва пряко влияние върху транспортните разходи и прави невъзможно запазването на досегашните нива. Поради това, считано от 01.06.2026, се налага актуализация на цените на килограм, както следва: Германия: 2 евро/кг (за всеки започнат килограм) Великобритания: 3 евро/кг (за всеки започнат килограм) - минималната корекция, засягаща единствено посочените ставки. Останалите цени и тарифни компоненти остават непроменени. Тази промяна е необходима, за да продължим да осигуряваме надеждна услуга и навременно доставяне на Вашите пратки. С Уважение: Екип GGBG
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Обновление на тарифните компоненти за транспорт - Обновление на тарифните компоненти за транспорт - kovaliklukas@gmail.com - Gmail — Personal...
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Pull requests · screenpipe/screenpipe · GitHub
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screenpipe/.claude/skills at main · screenpipe/screenpipe · GitHub
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Здравейте, Lukas Kovalik!
Нашата концепция е да поддържаме възможно най-ниски цени за предлагания от нас пакет услуги. Като доказателство цените ни на килограм остават непроменени от 2020 г (Брекзит), въпреки всички промени в икономическата среда. През последните седмици бяхме изправени пред три последователни увеличения на цените от страна на транспортните ни партньори, като последното беше наложено тази сутрин. Те са свързани с ръст на цените на петрола, пътните такси, застраховки, което оказва пряко влияние върху транспортните разходи и прави невъзможно запазването на досегашните нива. Поради това, считано от 01.06.2026, се налага актуализация на цените на килограм, както следва: Германия: 2 евро/кг (за всеки започнат килограм) Великобритания: 3 евро/кг (за всеки започнат килограм) - минималната корекция, засягаща единствено посочените ставки. Останалите цени и тарифни компоненти остават непроменени. Тази промяна е необходима, за да продължим да осигуряваме надеждна услуга и навременно доставяне на Вашите пратки. С Уважение: Екип GGBG
Оставаме на разположение,
Екипът на
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Тел.:
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Здравейте, Lukas Kovalik!
Нашата концепция е да поддържаме възможно най-ниски цени за предлагания от нас пакет услуги. Като доказателство цените ни на килограм остават непроменени от 2020 г (Брекзит), въпреки всички промени в икономическата среда. През последните седмици бяхме изправени пред три последователни увеличения на цените от страна на транспортните ни партньори, като последното беше наложено тази сутрин. Те са свързани с ръст на цените на петрола, пътните такси, застраховки, което оказва пряко влияние върху транспортните разходи и прави невъзможно запазването на досегашните нива. Поради това, считано от 01.06.2026, се налага актуализация на цените на килограм, както следва: Германия: 2 евро/кг (за всеки започнат килограм) Великобритания: 3 евро/кг (за всеки започнат килограм) - минималната корекция, засягаща единствено посочените ставки. Останалите цени и тарифни компоненти остават непроменени. Тази промяна е необходима, за да продължим да осигуряваме надеждна услуга и навременно доставяне на Вашите пратки. С Уважение: Екип GGBG
Оставаме на разположение,
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Apatia vs. Komunita: Čo si vyberiete?
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Slovensko.Digital [EMAIL]
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Apatia je tichý nepriateľ, ktorého riešením môže byť KOMUNITA
Apatia je tichý nepriateľ, ktorého riešením môže byť KOMUNITA
Skúste si úprimne odpovedať: Máte pocit, že akákoľvek snaha o zlepšenie vášho okolia je len hádzaním hrachu na stenu? Že nech urobíte čokoľvek, systém vás jednoducho odignoruje?
Tento pocit má meno:
spoločenská apatia.
Stav, kedy rezignujeme na zlepšenie, pretože sa cítime izolovaní.
Veríme, že skutočným liekom na apatiu je sila komunity.
Pretože tam, kde jednotlivec vidí problém, komunita vidí riešenie.
Máme pre vás dve príležitosti sa zapojiť
Máme pre vás dve príležitosti sa zapojiť
1. Chceme prekonať apatiu aj v tých najmenších kútoch krajiny
1.
Chceme prekonať apatiu aj v tých najmenších kútoch krajiny
Aby ste mohli byť aktívni občania a občianky, mali by ste vedieť nahlásiť podnet za pár minút a kdekoľvek sa nachádzate. Sme krok od toho, aby sme projekt spustili v
50 pilotných samosprávach zadarmo.
Pre dosiahnutie tohto prvého veľkého kroku
potrebujeme vašu podporu
.
Ako sa môžete zapojiť ?
Podporte nás na Startlabe
Podporte nás na Startlabe
:
Každé euro nás približuje k mestám a obciam, ktoré zatiaľ na mape chýbajú.
Pridaj sa k nášmu tímu dobrovoľníkov:
Ak chceš z pohodlia domova pomáhať svojmu mestu, ozvi sa nám na
[EMAIL]
[EMAIL]
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Chcem podporiť svoje mesto
Chcem podporiť svoje mesto
2. Budúci týždeň sa v Bratislave uskutoční CODECON
2. Budúci týždeň sa v Bratislave uskutoční
CODECON
CODECON už viac ako 12 rokov spája developerskú komunitu na Slovensku a v Čechách a už 14.5. prichádza do Starej Tržnive do Bratislavy.
Je to skvelá príležitosť stretnúť zaujímavých ľudí, vypočuť
si prednášky a n
adväzovať nové spolupráce.
V rámci
Community Zone
sa tam viete stretnúť aj spolu s nami.
Vstupenky na konferenciu sú ZDARMA
, ale kapacita je obmedzená a lístky sa rýchlo míňajú. Posledné lístky
nájdeš
TU
TU
.
Download attachment
Apatia končí tam, kde sa začína akcia. Poďme do toho spoločne!
Ďakujeme, že nám pomáhate meniť Slovensko.
Váš tím
Slovensko.Digital
slovensko.digital
slovensko.digital
Staré Grunty 18, 841 04, Bratislava
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Že nech urobíte čokoľvek, systém vás jednoducho odignoruje?","depth":27,"bounds":{"left":0.6609042,"top":0.54269755,"width":0.18949468,"height":0.052673582},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Tento pocit má meno:","depth":27,"bounds":{"left":0.6609042,"top":0.61931366,"width":0.06200133,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"spoločenská apatia.","depth":27,"bounds":{"left":0.7229056,"top":0.61931366,"width":0.05285904,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Stav, kedy rezignujeme na zlepšenie, pretože sa cítime izolovaní.","depth":27,"bounds":{"left":0.6609042,"top":0.61931366,"width":0.18949468,"height":0.033519555},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Veríme, že skutočným liekom na apatiu je sila komunity.","depth":28,"bounds":{"left":0.6609042,"top":0.63846767,"width":0.18949468,"height":0.033519555},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Pretože tam, kde jednotlivec vidí problém, komunita vidí riešenie.","depth":27,"bounds":{"left":0.6609042,"top":0.6576217,"width":0.18949468,"height":0.033519555},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"Máme pre vás dve príležitosti sa zapojiť","depth":26,"bounds":{"left":0.6609042,"top":0.71747804,"width":0.18949468,"height":0.028731046},"on_screen":true,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Máme pre vás dve príležitosti sa zapojiť","depth":27,"bounds":{"left":0.6609042,"top":0.7206704,"width":0.14261968,"height":0.021947326},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"1. Chceme prekonať apatiu aj v tých najmenších kútoch krajiny","depth":26,"bounds":{"left":0.6609042,"top":0.7581804,"width":0.18949468,"height":0.021548284},"on_screen":true,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"1.","depth":28,"bounds":{"left":0.6609042,"top":0.76057464,"width":0.0066489363,"height":0.016360734},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Chceme prekonať apatiu aj v tých najmenších kútoch krajiny","depth":28,"bounds":{"left":0.6675532,"top":0.7621708,"width":0.15359043,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Aby ste mohli byť aktívni občania a občianky, mali by ste vedieť nahlásiť podnet za pár minút a kdekoľvek sa nachádzate. Sme krok od toho, aby sme projekt spustili v","depth":27,"bounds":{"left":0.6609042,"top":0.7821229,"width":0.18949468,"height":0.052673582},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"50 pilotných samosprávach zadarmo.","depth":27,"bounds":{"left":0.6828458,"top":0.820431,"width":0.09458112,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Pre dosiahnutie tohto prvého veľkého kroku","depth":27,"bounds":{"left":0.6609042,"top":0.839585,"width":0.104222074,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"potrebujeme vašu podporu","depth":28,"bounds":{"left":0.76512635,"top":0.839585,"width":0.068484046,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":".","depth":27,"bounds":{"left":0.83361036,"top":0.839585,"width":0.0014960107,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Ako sa môžete zapojiť ?","depth":27,"bounds":{"left":0.6609042,"top":0.87789303,"width":0.06100399,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Podporte nás na Startlabe","depth":28,"bounds":{"left":0.67420214,"top":0.89744616,"width":0.07114362,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Podporte nás na Startlabe","depth":29,"bounds":{"left":0.67420214,"top":0.89744616,"width":0.07114362,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":":","depth":28,"bounds":{"left":0.7453458,"top":0.89744616,"width":0.0018284575,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Každé euro nás približuje k mestám a obciam, ktoré zatiaľ na mape chýbajú.","depth":28,"bounds":{"left":0.67420214,"top":0.89744616,"width":0.17619681,"height":0.033519555},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Pridaj sa k nášmu tímu dobrovoľníkov:","depth":29,"bounds":{"left":0.67420214,"top":0.93615323,"width":0.10255984,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Ak chceš z pohodlia domova pomáhať svojmu mestu, ozvi sa nám na","depth":28,"bounds":{"left":0.67420214,"top":0.93615323,"width":0.17619681,"height":0.033519555},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"podpora@odkazprestarostu.sk","depth":28,"bounds":{"left":0.7699468,"top":0.95530725,"width":0.07247341,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"podpora@odkazprestarostu.sk","depth":29,"bounds":{"left":0.7699468,"top":0.95530725,"width":0.07247341,"height":0.014365523},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Download attachment","depth":27,"bounds":{"left":0.55352396,"top":0.3643256,"width":0.007978723,"height":0.01915403},"on_screen":true,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXLink","text":"Chcem podporiť svoje mesto","depth":27,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Chcem podporiť svoje mesto","depth":29,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"2. Budúci týždeň sa v Bratislave uskutoční CODECON","depth":26,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"2. Budúci týždeň sa v Bratislave uskutoční","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"CODECON","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"CODECON už viac ako 12 rokov spája developerskú komunitu na Slovensku a v Čechách a už 14.5. prichádza do Starej Tržnive do Bratislavy.","depth":27,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Je to skvelá príležitosť stretnúť zaujímavých ľudí, vypočuť","depth":27,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"si prednášky a n","depth":27,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"adväzovať nové spolupráce.","depth":27,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"V rámci","depth":27,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Community Zone","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"sa tam viete stretnúť aj spolu s nami.","depth":27,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Vstupenky na konferenciu sú ZDARMA","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":", ale kapacita je obmedzená a lístky sa rýchlo míňajú. Posledné lístky","depth":27,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"nájdeš","depth":27,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"TU","depth":27,"on_screen":false,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"TU","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":".","depth":27,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Download attachment","depth":27,"bounds":{"left":0.55352396,"top":0.3643256,"width":0.007978723,"height":0.01915403},"on_screen":true,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Apatia končí tam, kde sa začína akcia. Poďme do toho spoločne!","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Ďakujeme, že nám pomáhate meniť Slovensko.","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Váš tím","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Slovensko.Digital","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"","depth":27,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"slovensko.digital","depth":27,"on_screen":false,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"slovensko.digital","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Staré Grunty 18, 841 04, Bratislava","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Nechcete už dostávať naše newslettre do Vašej mailovej schránky?","depth":28,"on_screen":false,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Reply","depth":14,"bounds":{"left":0.55352396,"top":0.9537111,"width":0.034574468,"height":0.028731046},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Reply","depth":15,"bounds":{"left":0.56865025,"top":0.96089387,"width":0.012300532,"height":0.014764565},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Forward","depth":14,"bounds":{"left":0.59075797,"top":0.9537111,"width":0.03723404,"height":0.028731046},"on_screen":true,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Forward","depth":15,"bounds":{"left":0.6043883,"top":0.96089387,"width":0.017952127,"height":0.014764565},"on_screen":true,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"You can't react to a group with an emoji","depth":15,"bounds":{"left":0.6306516,"top":0.9537111,"width":0.011968086,"height":0.028731046},"on_screen":true,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":false,"is_focused":false,"is_selected":false},{"role":"AXRadioButton","text":"Calendar","depth":10,"bounds":{"left":0.9630984,"top":0.110135674,"width":0.01861702,"height":0.044692736},"on_screen":true,"help_text":"","role_description":"tab","subrole":"AXTabButton","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXRadioButton","text":"Keep","depth":10,"bounds":{"left":0.9630984,"top":0.15482841,"width":0.01861702,"height":0.044692736},"on_screen":true,"help_text":"","role_description":"tab","subrole":"AXTabButton","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXRadioButton","text":"Tasks","depth":10,"bounds":{"left":0.9630984,"top":0.19952115,"width":0.01861702,"height":0.044692736},"on_screen":true,"help_text":"","role_description":"tab","subrole":"AXTabButton","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXRadioButton","text":"Contacts","depth":10,"bounds":{"left":0.9630984,"top":0.2442139,"width":0.01861702,"height":0.044692736},"on_screen":true,"help_text":"","role_description":"tab","subrole":"AXTabButton","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXRadioButton","text":"Get add-ons","depth":10,"bounds":{"left":0.9630984,"top":0.31524342,"width":0.01861702,"height":0.044692736},"on_screen":true,"help_text":"","role_description":"tab","subrole":"AXTabButton","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Hide side panel","depth":9,"bounds":{"left":0.9630984,"top":0.96249,"width":0.01861702,"height":0.037509978},"on_screen":true,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false}]...
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Slovensko.Digital [EMAIL]
Slovensko.Digital [EMAIL]
Slovensko.Digital
[EMAIL]
Tue 5 May, 20:32 (4 days ago)
Tue 5 May, 20:32 (4 days ago)
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Apatia je tichý nepriateľ, ktorého riešením môže byť KOMUNITA
Apatia je tichý nepriateľ, ktorého riešením môže byť KOMUNITA
Skúste si úprimne odpovedať: Máte pocit, že akákoľvek snaha o zlepšenie vášho okolia je len hádzaním hrachu na stenu? Že nech urobíte čokoľvek, systém vás jednoducho odignoruje?
Tento pocit má meno:
spoločenská apatia.
Stav, kedy rezignujeme na zlepšenie, pretože sa cítime izolovaní.
Veríme, že skutočným liekom na apatiu je sila komunity.
Pretože tam, kde jednotlivec vidí problém, komunita vidí riešenie.
Máme pre vás dve príležitosti sa zapojiť
Máme pre vás dve príležitosti sa zapojiť
1. Chceme prekonať apatiu aj v tých najmenších kútoch krajiny
1.
Chceme prekonať apatiu aj v tých najmenších kútoch krajiny
Aby ste mohli byť aktívni občania a občianky, mali by ste vedieť nahlásiť podnet za pár minút a kdekoľvek sa nachádzate. Sme krok od toho, aby sme projekt spustili v
50 pilotných samosprávach zadarmo.
Pre dosiahnutie tohto prvého veľkého kroku
potrebujeme vašu podporu
.
Ako sa môžete zapojiť ?
Podporte nás na Startlabe
Podporte nás na Startlabe
:
Každé euro nás približuje k mestám a obciam, ktoré zatiaľ na mape chýbajú.
Pridaj sa k nášmu tímu dobrovoľníkov:
Ak chceš z pohodlia domova pomáhať svojmu mestu, ozvi sa nám na
[EMAIL]
[EMAIL]
Download attachment
Chcem podporiť svoje mesto
Chcem podporiť svoje mesto
2. Budúci týždeň sa v Bratislave uskutoční CODECON
2. Budúci týždeň sa v Bratislave uskutoční
CODECON
CODECON už viac ako 12 rokov spája developerskú komunitu na Slovensku a v Čechách a už 14.5. prichádza do Starej Tržnive do Bratislavy.
Je to skvelá príležitosť stretnúť zaujímavých ľudí, vypočuť
si prednášky a n
adväzovať nové spolupráce.
V rámci
Community Zone
sa tam viete stretnúť aj spolu s nami.
Vstupenky na konferenciu sú ZDARMA
, ale kapacita je obmedzená a lístky sa rýchlo míňajú. Posledné lístky
nájdeš
TU
TU
.
Download attachment
Apatia končí tam, kde sa začína akcia. Poďme do toho spoločne!
Ďakujeme, že nám pomáhate meniť Slovensko.
Váš tím
Slovensko.Digital
slovensko.digital
slovensko.digital
Staré Grunty 18, 841 04, Bratislava
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