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Platform Sprint 1 Q2 - Platform Team - Scrum Board Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
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Platform Sprint 1 Q2 - Platform Team - Scrum Board Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
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unread, Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 18:25, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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DXP4800PLUS-B5F8
Inbox (10) - [EMAIL] - Gmail
Sha DXP4800PLUS-B5F8
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Shameless • HBO Max
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Proeurópska bublina si po Orbánovom páde vydýchla, víťazná Tisza však môže Brusel prekvapiť — Denník N
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Pazaruvaj.com — Знак, че е време за най-добрите оферти
Pazaruvaj.com — Знак, че е време за най-добрите оферти
Browser Extension Getting Started | Bitwarden
Browser Extension Getting Started | Bitwarden
Extensions – Add-ons for Firefox (en-US)
Extensions – Add-ons for Firefox (en-US)
Dangbei Atom Review - RTINGS.com
Dangbei Atom Review - RTINGS.com
Screenpipe: Open Source 24/7 Screen & Audio Capture : r/software
Screenpipe: Open Source 24/7 Screen & Audio Capture : r/software
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unread, Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 18:25, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout) - Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
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unread, Dreamstime, April Stock Photo Trends, 16:54, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.
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Dreamstime
April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
April Stock Photo Trends
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See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
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unread, Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 15:49, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.
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7418
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7420
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138
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25
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2026-04-13T15:49:37.224695+00:00
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/Users/lukas/.screenpipe/data/data/2026-04-13/1776 /Users/lukas/.screenpipe/data/data/2026-04-13/1776095377224_m1.jpg...
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Firefox
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Inbox (11) - kovaliklukas@gmail.com - Gmail — Pers Inbox (11) - kovaliklukas@gmail.com - Gmail — Personal...
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True
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mail.google.com/mail/u/0/#inbox
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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
|
DXP4800PLUS-B5F8
Inbox (11) - [EMAIL] - Gmail
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Inbox (11) - [EMAIL] - Gmail
Shameless • HBO Max
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How to use AI-enhanced tab groups | Firefox Help
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Mute tab
Proeurópska bublina si po Orbánovom páde vydýchla, víťazná Tisza však môže Brusel prekvapiť — Denník N
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Browser Extension Getting Started | Bitwarden
Browser Extension Getting Started | Bitwarden
Extensions – Add-ons for Firefox (en-US)
Extensions – Add-ons for Firefox (en-US)
Dangbei Atom Review - RTINGS.com
Dangbei Atom Review - RTINGS.com
Screenpipe: Open Source 24/7 Screen & Audio Capture : r/software
Screenpipe: Open Source 24/7 Screen & Audio Capture : r/software
Add-ons for Firefox (en-US)
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Problem loading page
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New Tab
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Open Google Gemini (⌃X)
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Google Account: Lukáš Koválik ([EMAIL])
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7
Purchases 1 unread has menu
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unread, Raycast Team, March Update: US Events, Windows & iOS Updates + Glaze Sessions, 18:45, Discover new Raycast features for Windows and iOS, plus Glaze updates. .
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🗽 March Update: US Events, Windows & iOS Updates + Glaze Sessions - Discover new Raycast features for Windows and iOS, plus Glaze updates.
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Discover new Raycast features for Windows and iOS, plus Glaze updates.
18:45
unread, Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 18:25, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout) - Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
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Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
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unread, Dreamstime, April Stock Photo Trends, 16:54, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.
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Dreamstime
April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
April Stock Photo Trends
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See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
16:54
unread, Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 15:49, Please log in at [URL_WITH_CREDENTIALS] We noticed your personal access token (classic) "Download packages from GitHub Package Registry" with read:packages scope will expire in 7 days. If.
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[GitHub] Your personal access token (classic) is about to expire - Hi @LakyLak, We noticed your personal access token (classic) "Download packages from GitHub Package Registry" with read:packages scope will expire in 7 days. If
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unread, Quora Suggested Spa., Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru..., 12 Apr, Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Trump put Jared .
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Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru... - Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Trump put Jared
Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru...
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Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Trump put Jared
12 Apr
unread, Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 12 Apr, Please log in at https://mail.proton.me to check them. You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log i.
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unread, RescueTime Team, 21h 6m of Software Development this week - RescueTime Weekly Summary, 12 Apr, Having trouble viewing this email? Click here to view it in your browser. Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you’.
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21h 6m of Software Development this week - RescueTime Weekly Summary - Having trouble viewing this email? Click here to view it in your browser. Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you’
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NirDiam., coderab. 4, [NirDiamant/GenAI_Agents] Add Recommended Reading section with affiliate links (PR #109), 12 Apr, Merged #109 into main. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you are subscribed to this thread. Message ID: <NirDiamant/GenAI_Agents/pull/.
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XDA, Dell learned from its mistakes with the new XPS 16, 11 Apr, XDA Logo April 11, 2026 The weekend is here! And so are your tech reads for the day. Remember the Dell Premium laptops? Probably not, but thankfully, Dell is doing away with that branding and bringing.
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Dell learned from its mistakes with the new XPS 16 - XDA Logo April 11, 2026 The weekend is here! And so are your tech reads for the day. Remember the Dell Premium laptops? Probably not, but thankfully, Dell is doing away with that branding and bringing...
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Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"18:25","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, Dreamstime, April Stock Photo Trends, 16:54, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Dreamstime","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"April Stock Photo Trends","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"16:54","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, Proton, You have 1 new message(s) in your Proton Mail account k***********, 15:49, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Proton","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"You have 1 new message(s) in your Proton Mail account k*********** - Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"You have 1 new message(s) in your Proton Mail account k***********","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"15:49","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, XDA, Claude Code just had its source code leaked, revealing unannounced features!, 15:09, XDA Logo April 13, 2026 Welcome to a brand new week, XDA! We've got some absolute bangers for you from our weekend coverage. In case you missed it, Claude Code's source code was leaked,.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"XDA","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Claude Code just had its source code leaked, revealing unannounced features! - XDA Logo April 13, 2026 Welcome to a brand new week, XDA! We've got some absolute bangers for you from our weekend coverage. In case you missed it, Claude Code's source code was leaked,","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Claude Code just had its source code leaked, revealing unannounced features!","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"XDA Logo April 13, 2026 Welcome to a brand new week, XDA! We've got some absolute bangers for you from our weekend coverage. In case you missed it, Claude Code's source code was leaked,","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"15:09","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, GitHub 16, [LakyLak] A security advisory on axios affects at least one of your repositories, 14:21, 2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has a NO_PROXY Hostname Normalization Bypass Leads to SSRF Critical severity axios CVE-2025-.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"GitHub","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"16","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"[LakyLak] A security advisory on axios affects at least one of your repositories - 2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has a NO_PROXY Hostname Normalization Bypass Leads to SSRF Critical severity axios CVE-2025-","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"[LakyLak] A security advisory on axios affects at least one of your repositories","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has a NO_PROXY Hostname Normalization Bypass Leads to SSRF Critical severity axios CVE-2025-","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"14:21","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, Quora Suggested Spa., I'm curios, what do people outside of the US think about the current State of American with Trump?, 11:19, Well, here in the UK, our flabber is utterly gasted… we are looking on w… No More Trump No More Trump • 106.8K followers Sustained resistance to the Traitorous Mister Trump, his clones, and his MAGATS..","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Important according to Google magic.","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Quora Suggested Spa.","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"I'm curios, what do people outside of the US think about the current State of American with Trump? - Well, here in the UK, our flabber is utterly gasted… we are looking on w… No More Trump No More Trump • 106.8K followers Sustained resistance to the Traitorous Mister Trump, his clones, and his MAGATS.","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"I'm curios, what do people outside of the US think about the current State of American with Trump?","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Well, here in the UK, our flabber is utterly gasted… we are looking on w… No More Trump No More Trump • 106.8K followers Sustained resistance to the Traitorous Mister Trump, his clones, and his MAGATS.","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"11:19","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"Google, Security alert, 08:15, A new sign-in on Apple iPhone kovaliklukas@gmail.com We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don’t need t.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Google","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Security alert - A new sign-in on Apple iPhone kovaliklukas@gmail.com We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don’t need t","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Security alert","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"A new sign-in on Apple iPhone kovaliklukas@gmail.com We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don’t need t","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"08:15","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, GitHub, [GitHub] Your personal access token (classic) is about to expire, 02:02, Hi @LakyLak, We noticed your personal access token (classic) \"Download packages from GitHub Package Registry\" with read:packages scope will expire in 7 days. If.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"GitHub","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"[GitHub] Your personal access token (classic) is about to expire - Hi @LakyLak, We noticed your personal access token (classic) \"Download packages from GitHub Package Registry\" with read:packages scope will expire in 7 days. If","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"[GitHub] Your personal access token (classic) is about to expire","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Hi @LakyLak, We noticed your personal access token (classic) \"Download packages from GitHub Package Registry\" with read:packages scope will expire in 7 days. If","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"02:02","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, Quora Suggested Spa., Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru..., 12 Apr, Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Trump put Jared .","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Quora Suggested Spa.","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru... - Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Trump put Jared","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru...","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Trump put Jared","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"12 Apr","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, Proton, You have 1 new message(s) in your Proton Mail account k***********, 12 Apr, Please log in at https://mail.proton.me to check them. You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log i.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Proton","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"You have 1 new message(s) in your Proton Mail account k*********** - Please log in at https://mail.proton.me to check them. You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log i","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"You have 1 new message(s) in your Proton Mail account k***********","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Please log in at https://mail.proton.me to check them. You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log i","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"12 Apr","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, RescueTime Team, 21h 6m of Software Development this week - RescueTime Weekly Summary, 12 Apr, Having trouble viewing this email? Click here to view it in your browser. Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you’.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Important mainly because it was sent directly to you.","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"RescueTime Team","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"21h 6m of Software Development this week - RescueTime Weekly Summary - Having trouble viewing this email? Click here to view it in your browser. Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you’","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"21h 6m of Software Development this week - RescueTime Weekly Summary","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Having trouble viewing this email? Click here to view it in your browser. Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you’","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"NirDiam., coderab. 4, [NirDiamant/GenAI_Agents] Add Recommended Reading section with affiliate links (PR #109), 12 Apr, Merged #109 into main. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you are subscribed to this thread. Message ID: <NirDiamant/GenAI_Agents/pull/.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"NirDiam.","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":",","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"coderab.","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"4","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"[NirDiamant/GenAI_Agents] Add Recommended Reading section with affiliate links (PR #109) - Merged #109 into main. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you are subscribed to this thread. Message ID: <NirDiamant/GenAI_Agents/pull/","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"[NirDiamant/GenAI_Agents] Add Recommended Reading section with affiliate links (PR #109)","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Merged #109 into main. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you are subscribed to this thread. Message ID: <NirDiamant/GenAI_Agents/pull/","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"12 Apr","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"XDA, Dell learned from its mistakes with the new XPS 16, 11 Apr, XDA Logo April 11, 2026 The weekend is here! And so are your tech reads for the day. Remember the Dell Premium laptops? Probably not, but thankfully, Dell is doing away with that branding and bringing.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"XDA","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Dell learned from its mistakes with the new XPS 16 - XDA Logo April 11, 2026 The weekend is here! And so are your tech reads for the day. Remember the Dell Premium laptops? Probably not, but thankfully, Dell is doing away with that branding and bringing","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false}]...
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unread, Raycast Team, March Update: US Events, Windows & iOS Updates + Glaze Sessions, 18:45, Discover new Raycast features for Windows and iOS, plus Glaze updates. .
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🗽 March Update: US Events, Windows & iOS Updates + Glaze Sessions - Discover new Raycast features for Windows and iOS, plus Glaze updates.
March Update: US Events, Windows & iOS Updates + Glaze Sessions
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Discover new Raycast features for Windows and iOS, plus Glaze updates.
18:45
unread, Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 18:25, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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Keychron Germany
Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout) - Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout)
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Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
18:25
unread, Dreamstime, April Stock Photo Trends, 16:54, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.
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Dreamstime
April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
April Stock Photo Trends
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See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
16:54
unread, Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 15:49, Please log in at [URL_WITH_CREDENTIALS] We noticed your personal access token (classic) "Download packages from GitHub Package Registry" with read:packages scope will expire in 7 days. If.
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[GitHub] Your personal access token (classic) is about to expire - Hi @LakyLak, We noticed your personal access token (classic) "Download packages from GitHub Package Registry" with read:packages scope will expire in 7 days. If
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unread, Quora Suggested Spa., Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru..., 12 Apr, Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Trump put Jared .
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Quora Suggested Spa.
Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru... - Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Trump put Jared
Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru...
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Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Trump put Jared
12 Apr
unread, Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 12 Apr, Please log in at https://mail.proton.me to check them. You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log i.
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unread, RescueTime Team, 21h 6m of Software Development this week - RescueTime Weekly Summary, 12 Apr, Having trouble viewing this email? Click here to view it in your browser. Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you’.
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NirDiam., coderab. 4, [NirDiamant/GenAI_Agents] Add Recommended Reading section with affiliate links (PR #109), 12 Apr, Merged #109 into main. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you are subscribed to this thread. Message ID: <NirDiamant/GenAI_Agents/pull/.
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[NirDiamant/GenAI_Agents] Add Recommended Reading section with affiliate links (PR #109)
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Merged #109 into main. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you are subscribed to this thread. Message ID: <NirDiamant/GenAI_Agents/pull/
12 Apr
XDA, Dell learned from its mistakes with the new XPS 16, 11 Apr, XDA Logo April 11, 2026 The weekend is here! And so are your tech reads for the day. Remember the Dell Premium laptops? Probably not, but thankfully, Dell is doing away with that branding and bringing.
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Dell learned from its mistakes with the new XPS 16 - XDA Logo April 11, 2026 The weekend is here! And so are your tech reads for the day. Remember the Dell Premium laptops? Probably not, but thankfully, Dell is doing away with that branding and bringing...
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2026-04-14T06:47:10.988644+00:00
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DiaFileEditViewTabsBookmarksHistoryExtensionsWindowHelp| Daily - Platform • nowmeet.google.com / Daily - PlatformNikolay Yankov (Presenting)100% <478• Tue 14 Apr 9:47:10Chat68•Inbox (2) - nile2 Puctorm SprintI7 Service-Oesk -ie Foet Awesome• Cont | Ciaude PC xActions secretsxC C Dependabot x@ Actions secrets• Dependabot aleFor Dependabo:https://jiminny.atlassian.net/jira/software/c/projects/JY/boards/37• Sminm• ProjectiE SSHEl Dacadog © * Claude2 Circlecl[ Sentry8 Tasksinsights & Coachin_• DevDux.Platform TeamQ Search board2000018Турe чLabel vQuick filtersREADY FOR DEV 1INDEV 4COOE REVIEW 3BLOCKEDPart? Automated reoorts)exceed FontawesomeMASNTENANESReady for Dev8-20564 11*aa*AJREPORTSIn DevAIBEFEQA-18900 115n****= 3Delays in CRM Sync|CUATFORM STABTUITYIn DevQJy-20553workfiow for automatedDependabot fixesEMPROVEMENT OF OUR EFFICEINCYIn Dev₴л-205512+000sru and staoiize MobieOS using new mobile use...MAINTENANCEIn DevQAД -37-204313****= 0Evaluation foe AI ActivityTypesAUTO-DETECTED ACTIVITY TYPECode Review93-19798 5 + **•=+ CreateAJ Reports TrackingCode ReviewД л-20543 1 *** = ©for SSO for 'persistent'name_id_formatREDUCE CHURNCode ReviewД лч-206320,5 ..0=Complete sprintGroup: QueriesPO ACCEPTANCEDEPLOY &fix cownome ouring teleature fiag releaseBUPPORT TICKETSDeployed0 -20585 15 ****=AI Review - Q1OeployedP -19982|1 • •=*=no sucn coumn "lype onentity 'Event"PLATTORM STABTUTTYDeployed8 -20384 05 Пl •***=|Missed deletion of staleREDUCE CHURN0 -200n 409009(Pipedrive) DI > status not|labeled, date data missingREOUCE CHURNDeployed0 -20614 05 П ****=D Al BookmarksStefka StoyanovaNikolay YankovSteliyan GeorgievNikolay IvanovKovalik9:47 AM | Daily - Platform1:46...
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FirefoxFileEditiViewHistoryBookmarks)ProfilesToolsWindowHelpoedren wiin voocie or cnter douresa$0labol| Daily - Platform • now100% CTue 14 Apr 9:47:10- Import bookmarks..22°CNew York City€ New Tab" New laoDo you want to see the weather forvouiocculonrNot nowYesFirefoxGSearch with Google or enter addressScreenpipeDashboardMInbox -kovaliklukas….Dennik N-Like Father,Like Daught.DXP4800PLUS-B5F8Vimium - Get13How to use Al-Download...
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Open Google Gemini (⌃X)
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Raycast Team, March Update: US Events, Windows & iOS Updates + Glaze Sessions, 13 Apr, Discover new Raycast features for Windows and iOS, plus Glaze updates. .
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Raycast Team
🗽 March Update: US Events, Windows & iOS Updates + Glaze Sessions - Discover new Raycast features for Windows and iOS, plus Glaze updates.
March Update: US Events, Windows & iOS Updates + Glaze Sessions
-
Discover new Raycast features for Windows and iOS, plus Glaze updates.
13 Apr
Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 13 Apr, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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Keychron Germany
Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout) - Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout)
-
Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
13 Apr
Dreamstime, April Stock Photo Trends, 13 Apr, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.
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Dreamstime
April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
April Stock Photo Trends
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See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
13 Apr
Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 13 Apr, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.
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You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS] - Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/
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🗽 March Update: US Events, Windows & iOS Updates + Glaze Sessions - Discover new Raycast features for Windows and iOS, plus Glaze updates.
March Update: US Events, Windows & iOS Updates + Glaze Sessions
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Discover new Raycast features for Windows and iOS, plus Glaze updates.
13 Apr
Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 13 Apr, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout) - Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout)
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Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
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Dreamstime, April Stock Photo Trends, 13 Apr, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.
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Dreamstime
April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
April Stock Photo Trends
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See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
13 Apr
Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 13 Apr, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.
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You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS] - Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS]
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Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/...
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2026-04-14T06:47:15.220061+00:00
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/Users/lukas/.screenpipe/data/data/2026-04-14/1776 /Users/lukas/.screenpipe/data/data/2026-04-14/1776149235220_m2.jpg...
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Firefox
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Inbox - kovaliklukas@gmail.com - Gmail — Personal
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True
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mail.google.com/mail/u/0/#inbox
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monitor_2
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DXP4800PLUS-B5F8
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Raycast Team, March Update: US Events, Windows & iOS Updates + Glaze Sessions, 13 Apr, Discover new Raycast features for Windows and iOS, plus Glaze updates. .
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Raycast Team
🗽 March Update: US Events, Windows & iOS Updates + Glaze Sessions - Discover new Raycast features for Windows and iOS, plus Glaze updates.
March Update: US Events, Windows & iOS Updates + Glaze Sessions
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Discover new Raycast features for Windows and iOS, plus Glaze updates.
13 Apr
Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 13 Apr, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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Keychron Germany
Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout) - Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout)
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Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
13 Apr
Dreamstime, April Stock Photo Trends, 13 Apr, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.
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Dreamstime
April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
April Stock Photo Trends
-
See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
13 Apr
Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 13 Apr, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.
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Proton
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS] - Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS]
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Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/...
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Raycast Team, March Update: US Events, Windows & iOS Updates + Glaze Sessions, 13 Apr, Discover new Raycast features for Windows and iOS, plus Glaze updates. .
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Discover new Raycast features for Windows and iOS, plus Glaze updates.
13 Apr
Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 13 Apr, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout) - Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
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Dreamstime, April Stock Photo Trends, 13 Apr, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.
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April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
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See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
13 Apr
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🗽 March Update: US Events, Windows & iOS Updates + Glaze Sessions - Discover new Raycast features for Windows and iOS, plus Glaze updates.
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Discover new Raycast features for Windows and iOS, plus Glaze updates.
13 Apr
Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 13 Apr, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout) - Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout)
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Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
13 Apr
Dreamstime, April Stock Photo Trends, 13 Apr, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.
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April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
April Stock Photo Trends
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See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
13 Apr
Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 13 Apr, Please log in at [URL_WITH_CREDENTIALS] We noticed your personal access token (classic) "Download packages from GitHub Package Registry" with read:packages scope will expire in 7 days. If this token is still needed,.
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13 Apr
Quora Suggested Spa., Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru..., 12 Apr, Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist.
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Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru... - Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist
Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru...
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Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist
12 Apr
Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 12 Apr, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.
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12 Apr
RescueTime Team, 21h 6m of Software Development this week - RescueTime Weekly Summary, 12 Apr, Having trouble viewing this email? Click here to view it in your browser. RescueTime personal time management Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you.
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12 Apr
NirDiam., coderab. 4, [NirDiamant/GenAI_Agents] Add Recommended Reading section with affiliate links (PR #109), 12 Apr, Merged #109 into main. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you are subscribed to this thread. Message ID: <NirDiamant/GenAI_Agents/pull/.
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[Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"You have 1 new message(s) in your Proton Mail account k***********","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. 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Please log in at https:/","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"You have 1 new message(s) in your Proton Mail account k***********","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. 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Right now, you","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"21h 6m of Software Development this week - RescueTime Weekly Summary","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Having trouble viewing this email? Click here to view it in your browser. RescueTime personal time management Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! 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🗽 March Update: US Events, Windows & iOS Updates + Glaze Sessions - Discover new Raycast features for Windows and iOS, plus Glaze updates.
March Update: US Events, Windows & iOS Updates + Glaze Sessions
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Discover new Raycast features for Windows and iOS, plus Glaze updates.
13 Apr
Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 13 Apr, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout) - Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
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Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
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Dreamstime, April Stock Photo Trends, 13 Apr, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.
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April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
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See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
13 Apr
Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 13 Apr, Please log in at [URL_WITH_CREDENTIALS] We noticed your personal access token (classic) "Download packages from GitHub Package Registry" with read:packages scope will expire in 7 days. If this token is still needed,.
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[GitHub] Your personal access token (classic) is about to expire - Hi @LakyLak, We noticed your personal access token (classic) "Download packages from GitHub Package Registry" with read:packages scope will expire in 7 days. If this token is still needed,
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Hi @LakyLak, We noticed your personal access token (classic) "Download packages from GitHub Package Registry" with read:packages scope will expire in 7 days. If this token is still needed,
13 Apr
Quora Suggested Spa., Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru..., 12 Apr, Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist.
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Quora Suggested Spa.
Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru... - Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist
Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru...
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Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist
12 Apr
Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 12 Apr, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.
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RescueTime Team, 21h 6m of Software Development this week - RescueTime Weekly Summary, 12 Apr, Having trouble viewing this email? Click here to view it in your browser. RescueTime personal time management Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you.
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21h 6m of Software Development this week - RescueTime Weekly Summary - Having trouble viewing this email? Click here to view it in your browser. RescueTime personal time management Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you
21h 6m of Software Development this week - RescueTime Weekly Summary
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Having trouble viewing this email? Click here to view it in your browser. RescueTime personal time management Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you
12 Apr
NirDiam., coderab. 4, [NirDiamant/GenAI_Agents] Add Recommended Reading section with affiliate links (PR #109), 12 Apr, Merged #109 into main. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you are subscribed to this thread. Message ID: <NirDiamant/GenAI_Agents/pull/.
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Discover new Raycast features for Windows and iOS, plus Glaze updates.
13 Apr
Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 13 Apr, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout)
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Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
13 Apr
Dreamstime, April Stock Photo Trends, 13 Apr, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.
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April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
April Stock Photo Trends
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See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
13 Apr
Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 13 Apr, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.
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XDA, Claude Code just had its source code leaked, revealing unannounced features!, 13 Apr, XDA Logo April 13, 2026 Welcome to a brand new week, XDA! We've got some absolute bangers for you from our weekend coverage. In case you missed it, Claude Code's source code was leaked,.
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Claude Code just had its source code leaked, revealing unannounced features! - XDA Logo April 13, 2026 Welcome to a brand new week, XDA! We've got some absolute bangers for you from our weekend coverage. In case you missed it, Claude Code's source code was leaked,
Claude Code just had its source code leaked, revealing unannounced features!
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XDA Logo April 13, 2026 Welcome to a brand new week, XDA! We've got some absolute bangers for you from our weekend coverage. In case you missed it, Claude Code's source code was leaked,
13 Apr
GitHub 16, [LakyLak] A security advisory on axios affects at least one of your repositories, 13 Apr, 2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios.
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16
[LakyLak] A security advisory on axios affects at least one of your repositories - 2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios
[LakyLak] A security advisory on axios affects at least one of your repositories
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2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios
13 Apr
Quora Suggested Spa., I'm curios, what do people outside of the US think about the current State of American with Trump?, 13 Apr, Well, here in the UK, our flabber is utterly gasted… we are looking on w… No More Trump No More Trump • 106.8K followers Sustained resistance to the Traitorous Mister Trump, his clones, and his MAGATS.....
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Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.","depth":18,"bounds":{"left":0.23984376,"top":0.17847222,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"bounds":{"left":0.2515625,"top":0.17847222,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"bounds":{"left":0.26328126,"top":0.17847222,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Keychron Germany","depth":20,"bounds":{"left":0.275,"top":0.17916666,"width":0.046875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout) - Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your","depth":18,"bounds":{"left":0.353125,"top":0.17847222,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout)","depth":22,"bounds":{"left":0.353125,"top":0.17916666,"width":0.28476563,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.63789064,"top":0.17916666,"width":0.00546875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your","depth":21,"bounds":{"left":0.64335936,"top":0.17916666,"width":0.35664064,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"bounds":{"left":0.95273435,"top":0.17986111,"width":0.01328125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"Dreamstime, April Stock Photo Trends, 13 Apr, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.","depth":18,"bounds":{"left":0.23984376,"top":0.19791667,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"bounds":{"left":0.2515625,"top":0.19791667,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"bounds":{"left":0.26328126,"top":0.19791667,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Dreamstime","depth":20,"bounds":{"left":0.275,"top":0.19861111,"width":0.0296875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania","depth":18,"bounds":{"left":0.353125,"top":0.19791667,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"April Stock Photo Trends","depth":22,"bounds":{"left":0.353125,"top":0.19861111,"width":0.060546875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.41367188,"top":0.19861111,"width":0.00546875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania","depth":21,"bounds":{"left":0.41914064,"top":0.19861111,"width":0.48164064,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"bounds":{"left":0.95273435,"top":0.19930555,"width":0.01328125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"Proton, You have 1 new message(s) in your Proton Mail account k***********, 13 Apr, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.","depth":18,"bounds":{"left":0.23984376,"top":0.21736111,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"bounds":{"left":0.2515625,"top":0.21736111,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"bounds":{"left":0.26328126,"top":0.21736111,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Proton","depth":20,"bounds":{"left":0.275,"top":0.21805556,"width":0.01640625,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"You have 1 new message(s) in your Proton Mail account k*********** - Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/","depth":18,"bounds":{"left":0.353125,"top":0.21736111,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"You have 1 new message(s) in your Proton Mail account k***********","depth":22,"bounds":{"left":0.353125,"top":0.21805556,"width":0.16796875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.5210937,"top":0.21805556,"width":0.00546875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/","depth":21,"bounds":{"left":0.5265625,"top":0.21805556,"width":0.4734375,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"bounds":{"left":0.95273435,"top":0.21875,"width":0.01328125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"XDA, Claude Code just had its source code leaked, revealing unannounced features!, 13 Apr, XDA Logo April 13, 2026 Welcome to a brand new week, XDA! We've got some absolute bangers for you from our weekend coverage. In case you missed it, Claude Code's source code was leaked,.","depth":18,"bounds":{"left":0.23984376,"top":0.23680556,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"bounds":{"left":0.2515625,"top":0.23680556,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"bounds":{"left":0.26328126,"top":0.23680556,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"XDA","depth":20,"bounds":{"left":0.275,"top":0.2375,"width":0.010546875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Claude Code just had its source code leaked, revealing unannounced features! - XDA Logo April 13, 2026 Welcome to a brand new week, XDA! We've got some absolute bangers for you from our weekend coverage. In case you missed it, Claude Code's source code was leaked,","depth":18,"bounds":{"left":0.353125,"top":0.23680556,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Claude Code just had its source code leaked, revealing unannounced features!","depth":22,"bounds":{"left":0.353125,"top":0.2375,"width":0.19414063,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.54726565,"top":0.2375,"width":0.005078125,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"XDA Logo April 13, 2026 Welcome to a brand new week, XDA! We've got some absolute bangers for you from our weekend coverage. In case you missed it, Claude Code's source code was leaked,","depth":21,"bounds":{"left":0.5523437,"top":0.2375,"width":0.44765627,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"bounds":{"left":0.95273435,"top":0.23819445,"width":0.01328125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"GitHub 16, [LakyLak] A security advisory on axios affects at least one of your repositories, 13 Apr, 2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios.","depth":18,"bounds":{"left":0.23984376,"top":0.25625,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"bounds":{"left":0.2515625,"top":0.25625,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"bounds":{"left":0.26328126,"top":0.25625,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"GitHub","depth":20,"bounds":{"left":0.275,"top":0.25625,"width":0.0171875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"16","depth":20,"bounds":{"left":0.29375,"top":0.2576389,"width":0.0046875,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"[LakyLak] A security advisory on axios affects at least one of your repositories - 2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios","depth":18,"bounds":{"left":0.353125,"top":0.25625,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"[LakyLak] A security advisory on axios affects at least one of your repositories","depth":22,"bounds":{"left":0.353125,"top":0.25694445,"width":0.19296876,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.54609376,"top":0.25694445,"width":0.00546875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios","depth":21,"bounds":{"left":0.5515625,"top":0.25694445,"width":0.4484375,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"bounds":{"left":0.95273435,"top":0.2576389,"width":0.01328125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"Quora Suggested Spa., I'm curios, what do people outside of the US think about the current State of American with Trump?, 13 Apr, Well, here in the UK, our flabber is utterly gasted… we are looking on w… No More Trump No More Trump • 106.8K followers Sustained resistance to the Traitorous Mister Trump, his clones, and his MAGATS..","depth":18,"bounds":{"left":0.23984376,"top":0.27569443,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false}]...
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Raycast Team, March Update: US Events, Windows & iOS Updates + Glaze Sessions, 13 Apr, Discover new Raycast features for Windows and iOS, plus Glaze updates. .
Not starred
Important according to Google magic.
Raycast Team
🗽 March Update: US Events, Windows & iOS Updates + Glaze Sessions - Discover new Raycast features for Windows and iOS, plus Glaze updates.
March Update: US Events, Windows & iOS Updates + Glaze Sessions
-
Discover new Raycast features for Windows and iOS, plus Glaze updates.
13 Apr
Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 13 Apr, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
Not starred
Not important
Keychron Germany
Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout) - Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout)
-
Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
13 Apr
Dreamstime, April Stock Photo Trends, 13 Apr, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.
Not starred
Not important
Dreamstime
April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
April Stock Photo Trends
-
See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
13 Apr
Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 13 Apr, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.
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Proton
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS] - Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/
You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS]
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Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/
13 Apr
XDA, Claude Code just had its source code leaked, revealing unannounced features!, 13 Apr, XDA Logo April 13, 2026 Welcome to a brand new week, XDA! We've got some absolute bangers for you from our weekend coverage. In case you missed it, Claude Code's source code was leaked,.
Not starred
Not important
XDA
Claude Code just had its source code leaked, revealing unannounced features! - XDA Logo April 13, 2026 Welcome to a brand new week, XDA! We've got some absolute bangers for you from our weekend coverage. In case you missed it, Claude Code's source code was leaked,
Claude Code just had its source code leaked, revealing unannounced features!
-
XDA Logo April 13, 2026 Welcome to a brand new week, XDA! We've got some absolute bangers for you from our weekend coverage. In case you missed it, Claude Code's source code was leaked,
13 Apr
GitHub 16, [LakyLak] A security advisory on axios affects at least one of your repositories, 13 Apr, 2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios.
Not starred
Not important
GitHub
16
[LakyLak] A security advisory on axios affects at least one of your repositories - 2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios
[LakyLak] A security advisory on axios affects at least one of your repositories
-
2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios
13 Apr
Quora Suggested Spa., I'm curios, what do people outside of the US think about the current State of American with Trump?, 13 Apr, Well, here in the UK, our flabber is utterly gasted… we are looking on w… No More Trump No More Trump • 106.8K followers Sustained resistance to the Traitorous Mister Trump, his clones, and his MAGATS.....
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JY-20543 add AJ reports User pilot tracking by Lak JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
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You said I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\nExpected: {gt_label}\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected. Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.
You said
I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\nExpected: {gt_label}\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected.
Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.
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Gemini said
Gemini said
This Python script defines the
AiActivityTypeEvaluator
class, a specialized tool for evaluating AI-driven activity type classification. It extends a base evaluation framework to handle data collection, ground-truth comparison, and performance scoring.
Core Functionality
Core Functionality
Data Collection (
collect_test_set
):
* Supports fetching raw samples from
Elasticsearch (ES)
or loading them from
local JSON files
.
Implements a
replayability check
: It probes the live API endpoint to ensure the activity exists before including it in the dataset.
Filters data based on request body size, language, and the presence of an original response.
Ground Truth Management:
Saves inputs and "gold standard" responses to a local directory structure (
eval_output/ai_activity_type/...
).
Features an optional mode to populate ground truth using a high-order LLM (e.g.,
gpt-5_2
) if the
POPULATE_GROUND_TRUTH_LLM
flag is set.
Evaluation Logic (
evaluate_against_ground_truth
):
Compares the model's predicted
ai_activity_type
against either the original ES response or the LLM-generated ground truth.
Assigns a
quality_score
of
1.0
for a match and
0.0
for a mismatch or request failure.
Key Configuration Constants
Key Configuration Constants
Constant
Purpose
ENDPOINT_PATH
The specific API route being tested:
call/ai-activity-type
.
COMPARE_TO_GROUND_TRUTH
Determines if the baseline is the original data (
es
) or an
llm
.
SKIP_UNREPLAYABLE_ON_COLLECT
If
True
, discards records where the API returns "Cannot find activity."
REPLAYABILITY_CHECK_TIMEOUT_SECONDS
Limits the probe request to 20 seconds.
Constant
ENDPOINT_PATH
COMPARE_TO_GROUND_TRUTH
SKIP_UNREPLAYABLE_ON_COLLECT
REPLAYABILITY_CHECK_TIMEOUT_SECONDS...
|
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src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\\nExpected: {gt_label}\\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected. Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.","depth":21,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"You said","depth":23,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\\nExpected: {gt_label}\\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected.","depth":23,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.","depth":23,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Expand","depth":21,"role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Listen","depth":22,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Show more options","depth":20,"role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXHeading","text":"Gemini said","depth":20,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Gemini said","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"This Python script defines the","depth":24,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"AiActivityTypeEvaluator","depth":25,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"class, a specialized tool for evaluating AI-driven activity type classification. It extends a base evaluation framework to handle data collection, ground-truth comparison, and performance scoring.","depth":24,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"Core Functionality","depth":23,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Core Functionality","depth":24,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Data Collection (","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"collect_test_set","depth":27,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"):","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"* Supports fetching raw samples from","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Elasticsearch (ES)","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"or loading them from","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"local JSON files","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":".","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Implements a","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"replayability check","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":": It probes the live API endpoint to ensure the activity exists before including it in the dataset.","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Filters data based on request body size, language, and the presence of an original response.","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Ground Truth Management:","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Saves inputs and \"gold standard\" responses to a local directory structure (","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"eval_output/ai_activity_type/...","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":").","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Features an optional mode to populate ground truth using a high-order LLM (e.g.,","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"gpt-5_2","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":") if the","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"POPULATE_GROUND_TRUTH_LLM","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"flag is set.","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Evaluation Logic (","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"evaluate_against_ground_truth","depth":27,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"):","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Compares the model's predicted","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"ai_activity_type","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"against either the original ES response or the LLM-generated ground truth.","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Assigns a","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"quality_score","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"of","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"1.0","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"for a match 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activity.\"","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"REPLAYABILITY_CHECK_TIMEOUT_SECONDS","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Limits the probe request to 20 seconds.","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Constant","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"ENDPOINT_PATH","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"COMPARE_TO_GROUND_TRUTH","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"SKIP_UNREPLAYABLE_ON_COLLECT","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"REPLAYABILITY_CHECK_TIMEOUT_SECONDS","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"}]...
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JY-20543 add AJ reports User pilot tracking by Lak JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
Jiminny Mail
Jiminny Mail
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You said I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\nExpected: {gt_label}\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected. Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.
You said
I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\nExpected: {gt_label}\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected.
Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.
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Gemini said
Gemini said
This Python script defines the
AiActivityTypeEvaluator
class, a specialized tool for evaluating AI-driven activity type classification. It extends a base evaluation framework to handle data collection, ground-truth comparison, and performance scoring.
Core Functionality
Core Functionality
Data Collection (
collect_test_set
):
* Supports fetching raw samples from
Elasticsearch (ES)
or loading them from
local JSON files
.
Implements a
replayability check
: It probes the live API endpoint to ensure the activity exists before including it in the dataset.
Filters data based on request body size, language, and the presence of an original response.
Ground Truth Management:
Saves inputs and "gold standard" responses to a local directory structure (
eval_output/ai_activity_type/...
).
Features an optional mode to populate ground truth using a high-order LLM (e.g.,
gpt-5_2
) if the
POPULATE_GROUND_TRUTH_LLM
flag is set.
Evaluation Logic (
evaluate_against_ground_truth
):
Compares the model's predicted
ai_activity_type
against either the original ES response or the LLM-generated ground truth.
Assigns a
quality_score
of
1.0
for a match and
0.0
for a mismatch or request failure.
Key Configuration Constants
Key Configuration Constants
Constant
Purpose
ENDPOINT_PATH
The specific API route being tested:
call/ai-activity-type
.
COMPARE_TO_GROUND_TRUTH
Determines if the baseline is the original data (
es
) or an
llm
.
SKIP_UNREPLAYABLE_ON_COLLECT
If
True
, discards records where the API returns "Cannot find activity."
REPLAYABILITY_CHECK_TIMEOUT_SECONDS
Limits the probe request to 20 seconds.
Constant
ENDPOINT_PATH
COMPARE_TO_GROUND_TRUTH
SKIP_UNREPLAYABLE_ON_COLLECT
REPLAYABILITY_CHECK_TIMEOUT_SECONDS...
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JY-20543 add AJ reports User pilot tracking by Lak JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
Inbox (1,540) - [EMAIL] - Jiminny Mail
Inbox (1,540) - [EMAIL] - Jiminny Mail
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You said I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\nExpected: {gt_label}\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected. Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.
You said
I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\nExpected: {gt_label}\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected.
Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.
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Gemini said
Gemini said
This Python script defines the
AiActivityTypeEvaluator
class, a specialized tool for evaluating AI-driven activity type classification. It extends a base evaluation framework to handle data collection, ground-truth comparison, and performance scoring.
Core Functionality
Core Functionality
Data Collection (
collect_test_set
):
* Supports fetching raw samples from
Elasticsearch (ES)
or loading them from
local JSON files
.
Implements a
replayability check
: It probes the live API endpoint to ensure the activity exists before including it in the dataset.
Filters data based on request body size, language, and the presence of an original response.
Ground Truth Management:
Saves inputs and "gold standard" responses to a local directory structure (
eval_output/ai_activity_type/...
).
Features an optional mode to populate ground truth using a high-order LLM (e.g.,
gpt-5_2
) if the
POPULATE_GROUND_TRUTH_LLM
flag is set.
Evaluation Logic (
evaluate_against_ground_truth
):
Compares the model's predicted
ai_activity_type
against either the original ES response or the LLM-generated ground truth.
Assigns a
quality_score
of
1.0
for a match and
0.0
for a mismatch or request failure.
Key Configuration Constants
Key Configuration Constants
Constant
Purpose
ENDPOINT_PATH
The specific API route being tested:
call/ai-activity-type
.
COMPARE_TO_GROUND_TRUTH
Determines if the baseline is the original data (
es
) or an
llm
.
SKIP_UNREPLAYABLE_ON_COLLECT
If
True
, discards records where the API returns "Cannot find activity."
REPLAYABILITY_CHECK_TIMEOUT_SECONDS
Limits the probe request to 20 seconds.
Constant
ENDPOINT_PATH
COMPARE_TO_GROUND_TRUTH
SKIP_UNREPLAYABLE_ON_COLLECT
REPLAYABILITY_CHECK_TIMEOUT_SECONDS
Purpose
The specific API route being tested:
call/ai-activity-type
.
Determines if the baseline is the original data (
es
) or an
llm
.
If
True
, discards records where the API returns "Cannot find activity."
Limits the probe request to 20 seconds.
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Execution Workflow
Execution Workflow
Parsing:
The script uses
create_parser
to handle CLI arguments like
--data-set
,
--populate-ground-truth-llm
, and
--compare-to-ground-truth
.
Initialization:
Sets up directory paths for inputs and ground truths based on the selected dataset name.
Run:
Executes the evaluation via
asyncio.run(run_evaluation(...))
, which orchestrates the collection, endpoint calling, and result scoring phases.
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You said are there soem issues with this PR
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are there soem issues with this PR
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Gemini said
Gemini said
Yes, there are several issues and code smells in this Pull Request, ranging from performance bottlenecks to architectural anti-patterns.
Here is a breakdown of the most notable issues, categorized by impact:
Performance & Async Anti-Patterns
Performance & Async Anti-Patterns
Sequential Requests Defeating Async (Lines 86-106):
Inside
_collect_from_es
, the code loops through
raw_samples
and
await
s a
session.post
request for each sample one by one. This means the script waits for one HTTP request to finish before starting the next, completely defeating the purpose of using
aiohttp
for asynchronous concurrency.
Fix:
Collect these coroutines into a list and use
asyncio.gather()...
|
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src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\\nExpected: {gt_label}\\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected. Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.","depth":21,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"You said","depth":23,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\\nExpected: {gt_label}\\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected.","depth":23,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.","depth":23,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Expand","depth":21,"role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Listen","depth":22,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Show more options","depth":20,"role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXHeading","text":"Gemini said","depth":20,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Gemini said","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"This Python script defines the","depth":24,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"AiActivityTypeEvaluator","depth":25,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"class, a specialized tool for evaluating AI-driven activity type classification. It extends a base evaluation framework to handle data collection, ground-truth comparison, and performance scoring.","depth":24,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"Core Functionality","depth":23,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Core Functionality","depth":24,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Data Collection (","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"collect_test_set","depth":27,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"):","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"* Supports fetching raw samples from","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Elasticsearch (ES)","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"or loading them from","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"local JSON files","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":".","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Implements a","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"replayability check","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":": It probes the live API endpoint to ensure the activity exists before including it in the dataset.","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Filters data based on request body size, language, and the presence of an original response.","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Ground Truth Management:","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Saves inputs and \"gold standard\" responses to a local directory structure (","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"eval_output/ai_activity_type/...","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":").","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Features an optional mode to populate ground truth using a high-order LLM (e.g.,","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"gpt-5_2","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":") if 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like","depth":26,"bounds":{"left":0.1171875,"top":0.009027778,"width":0.119140625,"height":0.03263889},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"--data-set","depth":27,"bounds":{"left":0.1171875,"top":0.028472222,"width":0.107421875,"height":0.03125},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":",","depth":26,"bounds":{"left":0.12929687,"top":0.045138888,"width":0.003125,"height":0.014583333},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"--populate-ground-truth-llm","depth":27,"bounds":{"left":0.13476562,"top":0.046527777,"width":0.08867188,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":", and","depth":26,"bounds":{"left":0.1171875,"top":0.045138888,"width":0.11171875,"height":0.03263889},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"--compare-to-ground-truth","depth":27,"bounds":{"left":0.13203125,"top":0.06458333,"width":0.08203125,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":".","depth":26,"bounds":{"left":0.21640626,"top":0.063194446,"width":0.0015625,"height":0.014583333},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Initialization:","depth":26,"bounds":{"left":0.1171875,"top":0.08680555,"width":0.039453126,"height":0.014583333},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Sets up directory paths for inputs and ground truths based on the selected dataset name.","depth":26,"bounds":{"left":0.1171875,"top":0.08680555,"width":0.11875,"height":0.050694443},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Run:","depth":26,"bounds":{"left":0.1171875,"top":0.14652778,"width":0.013671875,"height":0.014583333},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Executes the evaluation via","depth":26,"bounds":{"left":0.13085938,"top":0.14652778,"width":0.080078125,"height":0.014583333},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"asyncio.run(run_evaluation(...))","depth":27,"bounds":{"left":0.11953125,"top":0.16597222,"width":0.10507812,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":", which orchestrates the collection, endpoint calling, and result scoring phases.","depth":26,"bounds":{"left":0.1171875,"top":0.16458334,"width":0.11289062,"height":0.06875},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Copy prompt","depth":21,"bounds":{"left":0.1203125,"top":0.28194445,"width":0.015625,"height":0.027777778},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Edit","depth":21,"bounds":{"left":0.1375,"top":0.28194445,"width":0.015625,"height":0.027777778},"role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXHeading","text":"You said are there soem issues with this PR","depth":21,"bounds":{"left":0.1609375,"top":0.29027778,"width":0.072265625,"height":0.03888889},"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"You said","depth":23,"bounds":{"left":0.09335937,"top":0.2923611,"width":0.0234375,"height":0.014583333},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"are there soem issues with this PR","depth":23,"bounds":{"left":0.1609375,"top":0.29305556,"width":0.062109374,"height":0.034027778},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Listen","depth":22,"bounds":{"left":0.22382812,"top":0.35694444,"width":0.015625,"height":0.027777778},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Show more options","depth":20,"bounds":{"left":0.22382812,"top":0.35208333,"width":0.015625,"height":0.027777778},"role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Show thinking","depth":26,"bounds":{"left":0.11953125,"top":0.35902777,"width":0.036328126,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"Gemini said","depth":20,"bounds":{"left":0.11679687,"top":0.3951389,"width":0.000390625,"height":0.00069444446},"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Gemini said","depth":21,"bounds":{"left":0.11679687,"top":0.39652777,"width":0.048046876,"height":0.016666668},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Yes, there are several issues and code smells in this Pull Request, ranging from performance bottlenecks to architectural anti-patterns.","depth":24,"bounds":{"left":0.10390625,"top":0.40347221,"width":0.13242188,"height":0.050694443},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Here is a breakdown of the most notable issues, categorized by impact:","depth":24,"bounds":{"left":0.10390625,"top":0.46875,"width":0.11640625,"height":0.03263889},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"Performance & Async Anti-Patterns","depth":23,"bounds":{"left":0.10390625,"top":0.5222222,"width":0.13242188,"height":0.016666668},"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Performance & Async Anti-Patterns","depth":24,"bounds":{"left":0.10390625,"top":0.5236111,"width":0.10859375,"height":0.014583333},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Sequential Requests Defeating Async (Lines 86-106):","depth":26,"bounds":{"left":0.11757813,"top":0.5465278,"width":0.11601563,"height":0.03263889},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Inside","depth":26,"bounds":{"left":0.16289063,"top":0.56458336,"width":0.019921875,"height":0.014583333},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"_collect_from_es","depth":27,"bounds":{"left":0.11992188,"top":0.58402777,"width":0.05234375,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":", the code loops through","depth":26,"bounds":{"left":0.11757813,"top":0.58263886,"width":0.10429688,"height":0.03263889},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"raw_samples","depth":27,"bounds":{"left":0.14414063,"top":0.6020833,"width":0.0359375,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"and","depth":26,"bounds":{"left":0.18242188,"top":0.6006944,"width":0.0140625,"height":0.014583333},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"await","depth":27,"bounds":{"left":0.19882813,"top":0.6020833,"width":0.01640625,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"s a","depth":26,"bounds":{"left":0.21757813,"top":0.6006944,"width":0.009765625,"height":0.014583333},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"session.post","depth":27,"bounds":{"left":0.11992188,"top":0.6201389,"width":0.039453126,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"request for each sample one by one. This means the script waits for one HTTP request to finish before starting the next, completely defeating the purpose of using","depth":26,"bounds":{"left":0.11757813,"top":0.61875,"width":0.11640625,"height":0.08680555},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"aiohttp","depth":27,"bounds":{"left":0.18046875,"top":0.6923611,"width":0.023046875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"for asynchronous concurrency.","depth":26,"bounds":{"left":0.11757813,"top":0.6909722,"width":0.09921875,"height":0.03263889},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Fix:","depth":28,"bounds":{"left":0.1296875,"top":0.7326389,"width":0.009765625,"height":0.014583333},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Collect these coroutines into a list and use","depth":28,"bounds":{"left":0.1296875,"top":0.7326389,"width":0.09921875,"height":0.03263889},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"asyncio.gather()","depth":29,"bounds":{"left":0.16601562,"top":0.75208336,"width":0.05234375,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"}]...
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JY-20543 add AJ reports User pilot tracking by Lak JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
Inbox (1,540) - [EMAIL] - Jiminny Mail
Inbox (1,540) - [EMAIL] - Jiminny Mail
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You said I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\nExpected: {gt_label}\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected. Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.
You said
I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\nExpected: {gt_label}\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected.
Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.
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Gemini said
Gemini said
This Python script defines the
AiActivityTypeEvaluator
class, a specialized tool for evaluating AI-driven activity type classification. It extends a base evaluation framework to handle data collection, ground-truth comparison, and performance scoring.
Core Functionality
Core Functionality
Data Collection (
collect_test_set
):
* Supports fetching raw samples from
Elasticsearch (ES)
or loading them from
local JSON files
.
Implements a
replayability check
: It probes the live API endpoint to ensure the activity exists before including it in the dataset.
Filters data based on request body size, language, and the presence of an original response.
Ground Truth Management:
Saves inputs and "gold standard" responses to a local directory structure (
eval_output/ai_activity_type/...
).
Features an optional mode to populate ground truth using a high-order LLM (e.g.,
gpt-5_2
) if the
POPULATE_GROUND_TRUTH_LLM
flag is set.
Evaluation Logic (
evaluate_against_ground_truth
):
Compares the model's predicted
ai_activity_type
against either the original ES response or the LLM-generated ground truth.
Assigns a
quality_score
of
1.0
for a match and
0.0
for a mismatch or request failure.
Key Configuration Constants
Key Configuration Constants
Constant
Purpose
ENDPOINT_PATH
The specific API route being tested:
call/ai-activity-type
.
COMPARE_TO_GROUND_TRUTH
Determines if the baseline is the original data (
es
) or an
llm
.
SKIP_UNREPLAYABLE_ON_COLLECT
If
True
, discards records where the API returns "Cannot find activity."
REPLAYABILITY_CHECK_TIMEOUT_SECONDS
Limits the probe request to 20 seconds.
Constant
ENDPOINT_PATH
COMPARE_TO_GROUND_TRUTH
SKIP_UNREPLAYABLE_ON_COLLECT
REPLAYABILITY_CHECK_TIMEOUT_SECONDS
Purpose
The specific API route being tested:
call/ai-activity-type
.
Determines if the baseline is the original data (
es
) or an
llm
.
If
True
, discards records where the API returns "Cannot find activity."
Limits the probe request to 20 seconds.
Copy table
Execution Workflow
Execution Workflow
Parsing:
The script uses
create_parser
to handle CLI arguments like
--data-set
,
--populate-ground-truth-llm
, and
--compare-to-ground-truth
.
Initialization:
Sets up directory paths for inputs and ground truths based on the selected dataset name.
Run:
Executes the evaluation via
asyncio.run(run_evaluation(...))
, which orchestrates the collection, endpoint calling, and result scoring phases.
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You said are there soem issues with this PR
You said
are there soem issues with this PR
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Gemini said
Gemini said
Yes, there are several issues and code smells in this Pull Request, ranging from performance bottlenecks to architectural anti-patterns.
Here is a breakdown of the most notable issues, categorized by impact:
Performance & Async Anti-Patterns
Performance & Async Anti-Patterns
Sequential Requests Defeating Async (Lines 86-106):
Inside
_collect_from_es
, the code loops through
raw_samples
and
await
s a
session.post
request for each sample one by one. This means the script waits for one HTTP request to finish before starting the next, completely defeating the purpose of using
aiohttp
for asynchronous concurrency.
Fix:
Collect these coroutines into a list and use
asyncio.gather()...
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JY-20543 add AJ reports User pilot tracking by Lak JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
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Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
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Inbox (1,540) - [EMAIL] - Jiminny Mail
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You said I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\nExpected: {gt_label}\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected. Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.
You said
I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\nExpected: {gt_label}\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected.
Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.
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Gemini said
Gemini said
This Python script defines the
AiActivityTypeEvaluator
class, a specialized tool for evaluating AI-driven activity type classification. It extends a base evaluation framework to handle data collection, ground-truth comparison, and performance scoring.
Core Functionality
Core Functionality
Data Collection (
collect_test_set
):
* Supports fetching raw samples from
Elasticsearch (ES)
or loading them from
local JSON files
.
Implements a
replayability check
: It probes the live API endpoint to ensure the activity exists before including it in the dataset.
Filters data based on request body size, language, and the presence of an original response.
Ground Truth Management:
Saves inputs and "gold standard" responses to a local directory structure (
eval_output/ai_activity_type/...
).
Features an optional mode to populate ground truth using a high-order LLM (e.g.,
gpt-5_2
) if the
POPULATE_GROUND_TRUTH_LLM
flag is set.
Evaluation Logic (
evaluate_against_ground_truth
):
Compares the model's predicted
ai_activity_type
against either the original ES response or the LLM-generated ground truth.
Assigns a
quality_score
of
1.0
for a match and
0.0
for a mismatch or request failure.
Key Configuration Constants
Key Configuration Constants
Constant
Purpose
ENDPOINT_PATH
The specific API route being tested:
call/ai-activity-type
.
COMPARE_TO_GROUND_TRUTH
Determines if the baseline is the original data (
es
) or an
llm
.
SKIP_UNREPLAYABLE_ON_COLLECT
If
True
, discards records where the API returns "Cannot find activity."
REPLAYABILITY_CHECK_TIMEOUT_SECONDS
Limits the probe request to 20 seconds.
Constant
ENDPOINT_PATH
COMPARE_TO_GROUND_TRUTH
SKIP_UNREPLAYABLE_ON_COLLECT
REPLAYABILITY_CHECK_TIMEOUT_SECONDS
Purpose
The specific API route being tested:
call/ai-activity-type
.
Determines if the baseline is the original data (
es
) or an
llm
.
If
True
, discards records where the API returns "Cannot find activity."
Limits the probe request to 20 seconds.
Copy table
Execution Workflow
Execution Workflow
Parsing:
The script uses
create_parser
to handle CLI arguments like
--data-set
,
--populate-ground-truth-llm
, and
--compare-to-ground-truth
.
Initialization:
Sets up directory paths for inputs and ground truths based on the selected dataset name.
Run:
Executes the evaluation via
asyncio.run(run_evaluation(...))
, which orchestrates the collection, endpoint calling, and result scoring phases.
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Edit
You said are there soem issues with this PR
You said
are there soem issues with this PR
Listen
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Gemini said
Gemini said
Yes, there are several issues and code smells in this Pull Request, ranging from performance bottlenecks to architectural anti-patterns.
Here is a breakdown of the most notable issues, categorized by impact:
Performance & Async Anti-Patterns
Performance & Async Anti-Patterns
Sequential Requests Defeating Async (Lines 86-106):
Inside
_collect_from_es
, the code loops through
raw_samples
and
await
s a
session.post
request for each sample one by one. This means the script waits for one HTTP request to finish before starting the next, completely defeating the purpose of using
aiohttp
for asynchronous concurrency.
Fix:
Collect these coroutines into a list and use
asyncio.gather()
(ideally wrapped in an
asyncio.Semaphore
to avoid overwhelming the endpoint) to run the replayability probes concurrently.
Blocking File I/O in Async Functions (Lines 110-114, 184-188, 268-269):
Standard synchronous file operations (...
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AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\\nExpected: {gt_label}\\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected. Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.","depth":21,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"You said","depth":23,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\\nExpected: {gt_label}\\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected.","depth":23,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. 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It extends a base evaluation framework to handle data collection, ground-truth comparison, and performance scoring.","depth":24,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"Core Functionality","depth":23,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Core Functionality","depth":24,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Data Collection (","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"collect_test_set","depth":27,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"):","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"* Supports fetching raw samples from","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Elasticsearch 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truths based on the selected dataset name.","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Run:","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Executes the evaluation via","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"asyncio.run(run_evaluation(...))","depth":27,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":", which orchestrates the collection, endpoint calling, and result scoring phases.","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Copy prompt","depth":21,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Edit","depth":21,"role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXHeading","text":"You said are there soem issues with this PR","depth":21,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"You said","depth":23,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"are there soem issues with this PR","depth":23,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXButton","text":"Listen","depth":22,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Show more options","depth":20,"role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Show thinking","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"Gemini said","depth":20,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Gemini said","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Yes, there are several issues and code smells in this Pull Request, ranging from performance bottlenecks to architectural anti-patterns.","depth":24,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Here is a breakdown of the most notable issues, categorized by impact:","depth":24,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXHeading","text":"Performance & Async Anti-Patterns","depth":23,"help_text":"","role_description":"heading","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Performance & Async Anti-Patterns","depth":24,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Sequential Requests Defeating Async (Lines 86-106):","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Inside","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"_collect_from_es","depth":27,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":", the code loops through","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"raw_samples","depth":27,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"and","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"await","depth":27,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"s a","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"session.post","depth":27,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"request for each sample one by one. This means the script waits for one HTTP request to finish before starting the next, completely defeating the purpose of using","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"aiohttp","depth":27,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"for asynchronous concurrency.","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Fix:","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Collect these coroutines into a list and use","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"asyncio.gather()","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"(ideally wrapped in an","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"asyncio.Semaphore","depth":29,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"to avoid overwhelming the endpoint) to run the replayability probes concurrently.","depth":28,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Blocking File I/O in Async Functions (Lines 110-114, 184-188, 268-269):","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Standard synchronous file operations (","depth":26,"help_text":"","role_description":"text","subrole":"AXUnknown"}]...
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JY-20543 add AJ reports User pilot tracking by Lak JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
Inbox (1,540) - [EMAIL] - Jiminny Mail
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You said I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\nExpected: {gt_label}\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected. Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.
You said
I’m on page “<tabTitle>Jy 19798 evaluation for ai activity types by nikol</tabTitle>” with “<selection>@@ -0,0 +1,330 @@1+#!/usr/bin/env python32+import asyncio3+import json4+import os5+from pathlib import Path6+from typing import Any, Dict, List7+8+import aiohttp9+10+from src.component.call_processing.schemes.ai_activity_type_request import AiActivityTypeRequest11+from src.component.call_processing.schemes.ai_activity_type_response import AiActivityTypeResponse12+from src.eval.abstract_evaluator import AbstractEvaluator13+from src.eval.collectors import collect_test_set as es_collect_test_set14+from src.eval.common_evaluator_runner import create_parser, run_evaluation15+from src.eval.endpoints import run_endpoint as run_endpoint_http16+from src.eval.models import EvaluationResult17+18+19+class AiActivityTypeEvaluator(AbstractEvaluator):20+ENDPOINT_PATH = "call/ai-activity-type"21+REQUEST_MODEL = AiActivityTypeRequest22+RESPONSE_MODEL = AiActivityTypeResponse23+OUTPUT_SUBFOLDER = "ai_activity_type"24+USES_LLM_EVALUATION = False25+26+READS_FROM_DATASET_FOLDER = True27+28+DATA_SET: str = "initial"29+30+MINIMUM_REQUEST_BODY_SIZE: int = 031+32+SKIP_UNREPLAYABLE_ON_COLLECT: bool = True33+REPLAYABILITY_CHECK_TIMEOUT_SECONDS: float = 20.034+35+POPULATE_GROUND_TRUTH_LLM: bool = False36+GROUND_TRUTH_LLM_ENDPOINT: str = "OPENAI:gpt-5_2"37+38+COMPARE_TO_GROUND_TRUTH: str = "es"39+40+def __init__(self, **kwargs: Any) -> None:41+super().__init__(**kwargs)42+_repo_root = Path(__file__).parents[2]43+_datasets_root = _repo_root / "eval_output" / self.OUTPUT_SUBFOLDER / "eval_datasets"44+_dataset_dir = _datasets_root / self.__class__.DATA_SET45+self._dataset_dir = _dataset_dir46+self._inputs_dir = _dataset_dir / "input"47+self._ground_truths_dir = _dataset_dir / "ground_truth"48+49+async def collect_test_set(self) -> List[Dict[str, Any]]:50+if self.es_host_name:51+return await self._collect_from_es()52+return await self._collect_from_files()53+54+async def _collect_from_es(self) -> List[Dict[str, Any]]:55+if self._inputs_dir.exists() or self._ground_truths_dir.exists():56+raise FileExistsError(57+f"Dataset folder already exists: {self._inputs_dir.parent}. "58+"Choose a different --data-set name or remove the folder manually."59+ )60+61+raw_samples = await es_collect_test_set(62+es_host_name=self.es_host_name,63+es_port=self.es_port,64+endpoint_path=self.ENDPOINT_PATH,65+limit=self.limit,66+language_filter=self.language_filter,67+min_prompt_length=self.min_prompt_length,68+is_json_response=self.IS_JSON_RESPONSE,69+exclude_languages=self.exclude_languages,70+ )71+72+self._inputs_dir.mkdir(parents=True, exist_ok=True)73+self._ground_truths_dir.mkdir(parents=True, exist_ok=True)74+75+min_size = self.MINIMUM_REQUEST_BODY_SIZE76+samples: List[Dict[str, Any]] = []77+skipped_no_response = 078+skipped_too_small = 079+skipped_unreplayable = 080+skipped_probe_errors = 081+82+endpoint_url = f"{self.api_host}/{self.ENDPOINT_PATH}"83+84+timeout = aiohttp.ClientTimeout(total=self.REPLAYABILITY_CHECK_TIMEOUT_SECONDS)85+async with aiohttp.ClientSession(timeout=timeout) as session:86+for sample in raw_samples:87+es_id = sample["id"]88+request_body = sample["request_body"]89+original_response = sample.get("original_response")90+91+if not original_response:92+skipped_no_response += 193+continue94+95+if min_size and len(json.dumps(request_body)) < min_size:96+skipped_too_small += 197+continue98+99+if self.SKIP_UNREPLAYABLE_ON_COLLECT:100+try:101+async with session.post(endpoint_url, json=request_body) as resp:102+if resp.status != 200:103+body_text = await resp.text()104+if "Cannot find activity" in body_text:105+skipped_unreplayable += 1106+continue107+except Exception:108+skipped_probe_errors += 1109+110+with open(self._inputs_dir / f"{es_id}.json", "w") as f:111+json.dump(request_body, f, indent=2)112+113+with open(self._ground_truths_dir / f"gt_{es_id}.json", "w") as f:114+json.dump(original_response, f, indent=2)115+116+samples.append(117+ {118+"id": es_id,119+"request_body": request_body,120+"original_response": original_response,121+"ground_truth": original_response,122+ }123+ )124+125+print(f"Wrote {len(samples)} samples to {self._inputs_dir.parent}")126+if skipped_no_response:127+print(f"Skipped {skipped_no_response} records with no response body")128+if skipped_too_small:129+print(130+f"Skipped {skipped_too_small} records whose request body was smaller "131+f"than {min_size} characters"132+ )133+if skipped_unreplayable:134+print(f"Skipped {skipped_unreplayable} records that are not replayable (missing activity in ES)")135+if skipped_probe_errors:136+print(f"Warning: replayability probe errored for {skipped_probe_errors} records (kept those records)")137+138+if self.__class__.POPULATE_GROUND_TRUTH_LLM:139+label_results = await run_endpoint_http(140+test_set=samples,141+endpoint_url=endpoint_url,142+request_model=self.REQUEST_MODEL,143+force_llm_endpoint=self.__class__.GROUND_TRUTH_LLM_ENDPOINT,144+is_streaming_response=self.IS_STREAMING_RESPONSE,145+timeout_seconds=300.0,146+parallel_requests=self.parallel_requests,147+return_prompt_in_run=self.RETURN_PROMPT_IN_RUN,148+ )149+150+for i, r in enumerate(label_results):151+forced = self.__class__.GROUND_TRUTH_LLM_ENDPOINT152+model = forced.split(":", 1)[1] if ":" in forced else forced153+samples[i]["ground_truth_llm_model"] = model154+155+if not r.get("success", True):156+samples[i]["ground_truth_llm"] = None157+samples[i]["ground_truth_llm_reasoning"] = None158+samples[i]["ground_truth_llm_error_type"] = r.get("error_type")159+samples[i]["ground_truth_llm_error_message"] = r.get("error_message")160+continue161+162+resp = r.get("new_response") or {}163+samples[i]["ground_truth_llm"] = resp.get("ai_activity_type")164+samples[i]["ground_truth_llm_reasoning"] = resp.get("ai_activity_type_reasoning")165+166+return samples167+168+async def _collect_from_files(self) -> List[Dict[str, Any]]:169+if not self._inputs_dir.exists():170+raise FileNotFoundError(171+f"Dataset folder not found: {self._inputs_dir}. "172+"Run --steps collect first or check your --data-set name."173+ )174+175+samples: List[Dict[str, Any]] = []176+for filename in sorted(os.listdir(self._inputs_dir)):177+input_path = self._inputs_dir / filename178+gt_path = self._ground_truths_dir / f"gt_{filename}"179+180+if not gt_path.exists():181+print(f"Warning: ground truth not found for {filename}, skipping")182+continue183+184+with open(input_path, "r") as f:185+request_body: Dict[str, Any] = json.load(f)186+187+with open(gt_path, "r") as f:188+ground_truth: Dict[str, Any] = json.load(f)189+190+samples.append(191+ {192+"id": Path(filename).stem,193+"request_body": request_body,194+"original_response": None,195+"ground_truth": ground_truth,196+ }197+ )198+199+print(f"Loaded {len(samples)} samples from {self._inputs_dir.parent}")200+return samples201+202+async def evaluate_against_ground_truth(self, results: List[Dict[str, Any]]) -> List[EvaluationResult]:203+evaluation_results: List[EvaluationResult] = []204+compare_to = self.__class__.COMPARE_TO_GROUND_TRUTH205+206+for res in results:207+req_id = res["request_id"]208+is_success = res.get("success", True)209+210+if not is_success:211+evaluation_results.append(212+EvaluationResult(213+request_id=req_id,214+request_body=res["request_body"],215+new_response=res.get("new_response"),216+valid_schema=False,217+quality_score=0.0,218+quality_feedback=f"Request failed: {res.get('error_type')} - {res.get('error_message')}",219+response_time=res.get("response_time"),220+success=False,221+error_type=res.get("error_type"),222+error_message=res.get("error_message"),223+ground_truth_match=False,224+ )225+ )226+continue227+228+pred = (res.get("new_response") or {}).get("ai_activity_type")229+230+if compare_to == "llm":231+if "ground_truth_llm" not in res:232+evaluation_results.append(233+EvaluationResult(234+request_id=req_id,235+request_body=res["request_body"],236+new_response=res.get("new_response"),237+valid_schema=res.get("valid_schema", True),238+quality_score=0.0,239+quality_feedback=(240+"Missing ground_truth_llm in run results. Ensure collect step populated it and "241+"endpoints.py passes it through."242+ ),243+response_time=res.get("response_time"),244+success=True,245+ground_truth_match=False,246+ )247+ )248+continue249+gt_label = res.get("ground_truth_llm")250+else:251+gt_path = self._ground_truths_dir / f"gt_{req_id}.json"252+if not gt_path.exists():253+evaluation_results.append(254+EvaluationResult(255+request_id=req_id,256+request_body=res["request_body"],257+new_response=res.get("new_response"),258+valid_schema=res.get("valid_schema", True),259+quality_score=0.0,260+quality_feedback=f"Ground truth file not found: {gt_path}",261+response_time=res.get("response_time"),262+success=True,263+ground_truth_match=False,264+ )265+ )266+continue267+268+with open(gt_path, "r") as f:269+ground_truth_dict: Dict[str, Any] = json.load(f)270+271+gt_label = (ground_truth_dict or {}).get("ai_activity_type")272+273+matched = pred == gt_label274+275+evaluation_results.append(276+EvaluationResult(277+request_id=req_id,278+request_body=res["request_body"],279+new_response=res.get("new_response"),280+valid_schema=res.get("valid_schema", True),281+quality_score=1.0 if matched else 0.0,282+quality_feedback="PASS" if matched else f"FAIL\nExpected: {gt_label}\nGot: {pred}",283+response_time=res.get("response_time"),284+success=True,285+ground_truth_match=matched,286+ )287+ )288+289+return evaluation_results290+291+292+if __name__ == "__main__":293+parser = create_parser(AiActivityTypeEvaluator)294+parser.add_argument(295+"--data-set",296+type=str,297+default="initial",298+dest="data_set",299+help="Dataset folder under eval_output/ai_activity_type/eval_datasets/ (default: initial)",300+ )301+302+parser.add_argument(303+"--populate-ground-truth-llm",304+action="store_true",305+dest="populate_ground_truth_llm",306+ )307+parser.add_argument(308+"--ground-truth-llm-endpoint",309+type=str,310+default="OPENAI:gpt-5_2",311+dest="ground_truth_llm_endpoint",312+ )313+314+parser.add_argument(315+"--compare-to-ground-truth",316+type=str,317+choices=["es", "llm"],318+default="es",319+dest="compare_to_ground_truth",320+ )321+322+args = parser.parse_args()323+AiActivityTypeEvaluator.DATA_SET = args.data_set324+325+AiActivityTypeEvaluator.POPULATE_GROUND_TRUTH_LLM = bool(args.populate_ground_truth_llm)326+AiActivityTypeEvaluator.GROUND_TRUTH_LLM_ENDPOINT = args.ground_truth_llm_endpoint327+328+AiActivityTypeEvaluator.COMPARE_TO_GROUND_TRUTH = args.compare_to_ground_truth329+330+asyncio.run(run_evaluation(AiActivityTypeEvaluator, args))</selection>” selected.
Please summarize the selection using precise and concise language. Use headers and bulleted lists in the summary, to make it scannable. Maintain the meaning and factual accuracy.
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Gemini said
Gemini said
This Python script defines the
AiActivityTypeEvaluator
class, a specialized tool for evaluating AI-driven activity type classification. It extends a base evaluation framework to handle data collection, ground-truth comparison, and performance scoring.
Core Functionality
Core Functionality
Data Collection (
collect_test_set
):
* Supports fetching raw samples from
Elasticsearch (ES)
or loading them from
local JSON files
.
Implements a
replayability check
: It probes the live API endpoint to ensure the activity exists before including it in the dataset.
Filters data based on request body size, language, and the presence of an original response.
Ground Truth Management:
Saves inputs and "gold standard" responses to a local directory structure (
eval_output/ai_activity_type/...
).
Features an optional mode to populate ground truth using a high-order LLM (e.g.,
gpt-5_2
) if the
POPULATE_GROUND_TRUTH_LLM
flag is set.
Evaluation Logic (
evaluate_against_ground_truth
):
Compares the model's predicted
ai_activity_type
against either the original ES response or the LLM-generated ground truth.
Assigns a
quality_score
of
1.0
for a match and
0.0
for a mismatch or request failure.
Key Configuration Constants
Key Configuration Constants
Constant
Purpose
ENDPOINT_PATH
The specific API route being tested:
call/ai-activity-type
.
COMPARE_TO_GROUND_TRUTH
Determines if the baseline is the original data (
es
) or an
llm
.
SKIP_UNREPLAYABLE_ON_COLLECT
If
True
, discards records where the API returns "Cannot find activity."
REPLAYABILITY_CHECK_TIMEOUT_SECONDS
Limits the probe request to 20 seconds.
Constant
ENDPOINT_PATH
COMPARE_TO_GROUND_TRUTH
SKIP_UNREPLAYABLE_ON_COLLECT
REPLAYABILITY_CHECK_TIMEOUT_SECONDS
Purpose
The specific API route being tested:
call/ai-activity-type
.
Determines if the baseline is the original data (
es
) or an
llm
.
If
True
, discards records where the API returns "Cannot find activity."
Limits the probe request to 20 seconds.
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Execution Workflow
Execution Workflow
Parsing:
The script uses
create_parser
to handle CLI arguments like
--data-set
,
--populate-ground-truth-llm
, and
--compare-to-ground-truth
.
Initialization:
Sets up directory paths for inputs and ground truths based on the selected dataset name.
Run:
Executes the evaluation via
asyncio.run(run_evaluation(...))
, which orchestrates the collection, endpoint calling, and result scoring phases.
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You said are there soem issues with this PR
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are there soem issues with this PR
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Gemini said
Gemini said
Yes, there are several issues and code smells in this Pull Request, ranging from performance bottlenecks to architectural anti-patterns.
Here is a breakdown of the most notable issues, categorized by impact:
Performance & Async Anti-Patterns
Performance & Async Anti-Patterns
Sequential Requests Defeating Async (Lines 86-106):
Inside
_collect_from_es
, the code loops through
raw_samples
and
await
s a
session.post
request for each sample one by one. This means the script waits for one HTTP request to finish before starting the next, completely defeating the purpose of using
aiohttp
for asynchronous concurrency.
Fix:
Collect these coroutines into a list and use
asyncio.gather()
(ideally wrapped in an
asyncio.Semaphore
to avoid overwhelming the endpoint) to run the replayability probes concurrently.
Blocking File I/O in Async Functions (Lines 110-114, 184-188, 268-269):
Standard synchronous file operations (...
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In case you missed it, Claude Code's source code was leaked,","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"GitHub 16, [LakyLak] A security advisory on axios affects at least one of your repositories, 13 Apr, 2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"GitHub","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"16","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"[LakyLak] A security advisory on axios affects at least one of your repositories - 2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"[LakyLak] A security advisory on axios affects at least one of your repositories","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"Quora Suggested Spa., I'm curios, what do people outside of the US think about the current State of American with Trump?, 13 Apr, Well, here in the UK, our flabber is utterly gasted… we are looking on w… No More Trump No More Trump • 106.8K followers Sustained resistance to the Traitorous Mister Trump, his clones, and his MAGATS..","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Important according to Google magic.","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Quora Suggested Spa.","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"I'm curios, what do people outside of the US think about the current State of American with Trump? - Well, here in the UK, our flabber is utterly gasted… we are looking on w… No More Trump No More Trump • 106.8K followers Sustained resistance to the Traitorous Mister Trump, his clones, and his MAGATS.","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"I'm curios, what do people outside of the US think about the current State of American with Trump?","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Well, here in the UK, our flabber is utterly gasted… we are looking on w… No More Trump No More Trump • 106.8K followers Sustained resistance to the Traitorous Mister Trump, his clones, and his MAGATS.","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"Google, Security alert, 13 Apr, A new sign-in on Apple iPhone kovaliklukas@gmail.com We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Google","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Security alert - A new sign-in on Apple iPhone kovaliklukas@gmail.com We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Security alert","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"A new sign-in on Apple iPhone kovaliklukas@gmail.com We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"GitHub, [GitHub] Your personal access token (classic) is about to expire, 13 Apr, Hi @LakyLak, We noticed your personal access token (classic) \"Download packages from GitHub Package Registry\" with read:packages scope will expire in 7 days. If this token is still needed,.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"GitHub","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"[GitHub] Your personal access token (classic) is about to expire - Hi @LakyLak, We noticed your personal access token (classic) \"Download packages from GitHub Package Registry\" with read:packages scope will expire in 7 days. If this token is still needed,","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"[GitHub] Your personal access token (classic) is about to expire","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Hi @LakyLak, We noticed your personal access token (classic) \"Download packages from GitHub Package Registry\" with read:packages scope will expire in 7 days. If this token is still needed,","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"Quora Suggested Spa., Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru..., 12 Apr, Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Quora Suggested Spa.","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru... - Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru...","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"12 Apr","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"Proton, You have 1 new message(s) in your Proton Mail account k***********, 12 Apr, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Proton","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"You have 1 new message(s) in your Proton Mail account k*********** - Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"You have 1 new message(s) in your Proton Mail account k***********","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"}]...
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Discover new Raycast features for Windows and iOS, plus Glaze updates.
13 Apr
Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 13 Apr, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout) - Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
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Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
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Dreamstime, April Stock Photo Trends, 13 Apr, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.
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April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
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See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
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Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 13 Apr, Please log in at [URL_WITH_CREDENTIALS] We noticed your personal access token (classic) "Download packages from GitHub Package Registry" with read:packages scope will expire in 7 days. If this token is still needed,.
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[GitHub] Your personal access token (classic) is about to expire - Hi @LakyLak, We noticed your personal access token (classic) "Download packages from GitHub Package Registry" with read:packages scope will expire in 7 days. If this token is still needed,
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Hi @LakyLak, We noticed your personal access token (classic) "Download packages from GitHub Package Registry" with read:packages scope will expire in 7 days. If this token is still needed,
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Quora Suggested Spa., Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru..., 12 Apr, Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist.
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Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru... - Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist
Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru...
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Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist
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Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 12 Apr, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.
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Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 13 Apr, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout)
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Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your
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Dreamstime, April Stock Photo Trends, 13 Apr, See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania.
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April Stock Photo Trends - See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
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See this month's most trending searches April 2026 Trends Trending stock photos & searches Hot blog posts How to crop stock photos for responsive design without losing the subject by Stefania
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Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 13 Apr, Please log in at [URL_WITH_CREDENTIALS] We noticed your personal access token (classic) "Download packages from GitHub Package Registry" with read:packages scope will expire in 7 days. If this token is still needed,.
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Hi @LakyLak, We noticed your personal access token (classic) "Download packages from GitHub Package Registry" with read:packages scope will expire in 7 days. If this token is still needed,
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Quora Suggested Spa., Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru..., 12 Apr, Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist.
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Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru... - Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist
Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru...
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Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist
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Proton, You have 1 new message(s) in your Proton Mail account k[PASSWORD_DOTS], 12 Apr, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.
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12 Apr
RescueTime Team, 21h 6m of Software Development this week - RescueTime Weekly Summary, 12 Apr, Having trouble viewing this email? Click here to view it in your browser. RescueTime personal time management Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you.
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21h 6m of Software Development this week - RescueTime Weekly Summary - Having trouble viewing this email? Click here to view it in your browser. RescueTime personal time management Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you
21h 6m of Software Development this week - RescueTime Weekly Summary
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12 Apr...
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In case you missed it, Claude Code's source code was leaked,","depth":21,"bounds":{"left":0.5523437,"top":0.2375,"width":0.44765627,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"bounds":{"left":0.95273435,"top":0.23819445,"width":0.01328125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"GitHub 16, [LakyLak] A security advisory on axios affects at least one of your repositories, 13 Apr, 2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios.","depth":18,"bounds":{"left":0.23984376,"top":0.25625,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"bounds":{"left":0.2515625,"top":0.25625,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"bounds":{"left":0.26328126,"top":0.25625,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"GitHub","depth":20,"bounds":{"left":0.275,"top":0.25625,"width":0.0171875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"16","depth":20,"bounds":{"left":0.29375,"top":0.2576389,"width":0.0046875,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"[LakyLak] A security advisory on axios affects at least one of your repositories - 2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios","depth":18,"bounds":{"left":0.353125,"top":0.25625,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"[LakyLak] A security advisory on axios affects at least one of your repositories","depth":22,"bounds":{"left":0.353125,"top":0.25694445,"width":0.19296876,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.54609376,"top":0.25694445,"width":0.00546875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"2 repositories in your GitHub account might be affected by a security vulnerability found in axios Axios has Unrestricted Cloud Metadata Exfiltration via Header Injection Chain Critical severity axios","depth":21,"bounds":{"left":0.5515625,"top":0.25694445,"width":0.4484375,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"bounds":{"left":0.95273435,"top":0.2576389,"width":0.01328125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"Quora Suggested Spa., I'm curios, what do people outside of the US think about the current State of American with Trump?, 13 Apr, Well, here in the UK, our flabber is utterly gasted… we are looking on w… No More Trump No More Trump • 106.8K followers Sustained resistance to the Traitorous Mister Trump, his clones, and his MAGATS..","depth":18,"bounds":{"left":0.23984376,"top":0.27569443,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"bounds":{"left":0.2515625,"top":0.27569443,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Important according to Google magic.","depth":18,"bounds":{"left":0.26328126,"top":0.27569443,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Quora Suggested Spa.","depth":20,"bounds":{"left":0.275,"top":0.27638888,"width":0.055859376,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"I'm curios, what do people outside of the US think about the current State of American with Trump? - Well, here in the UK, our flabber is utterly gasted… we are looking on w… No More Trump No More Trump • 106.8K followers Sustained resistance to the Traitorous Mister Trump, his clones, and his MAGATS.","depth":18,"bounds":{"left":0.353125,"top":0.27569443,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"I'm curios, what do people outside of the US think about the current State of American with Trump?","depth":22,"bounds":{"left":0.353125,"top":0.27638888,"width":0.24453124,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.59765625,"top":0.27638888,"width":0.00546875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Well, here in the UK, our flabber is utterly gasted… we are looking on w… No More Trump No More Trump • 106.8K followers Sustained resistance to the Traitorous Mister Trump, his clones, and his MAGATS.","depth":21,"bounds":{"left":0.603125,"top":0.27638888,"width":0.39687502,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"bounds":{"left":0.95273435,"top":0.27708334,"width":0.01328125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"Google, Security alert, 13 Apr, A new sign-in on Apple iPhone kovaliklukas@gmail.com We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help.","depth":18,"bounds":{"left":0.23984376,"top":0.2951389,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"bounds":{"left":0.2515625,"top":0.2951389,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"bounds":{"left":0.26328126,"top":0.2951389,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Google","depth":20,"bounds":{"left":0.275,"top":0.29583332,"width":0.01796875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Security alert - A new sign-in on Apple iPhone kovaliklukas@gmail.com We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help","depth":18,"bounds":{"left":0.353125,"top":0.2951389,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Security alert","depth":22,"bounds":{"left":0.353125,"top":0.29583332,"width":0.033203125,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.38632813,"top":0.29583332,"width":0.005078125,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"A new sign-in on Apple iPhone kovaliklukas@gmail.com We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help","depth":21,"bounds":{"left":0.39140624,"top":0.29583332,"width":0.48046875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"bounds":{"left":0.95273435,"top":0.29652777,"width":0.01328125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"GitHub, [GitHub] Your personal access token (classic) is about to expire, 13 Apr, Hi @LakyLak, We noticed your personal access token (classic) \"Download packages from GitHub Package Registry\" with read:packages scope will expire in 7 days. If this token is still needed,.","depth":18,"bounds":{"left":0.23984376,"top":0.31458333,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"bounds":{"left":0.2515625,"top":0.31458333,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"bounds":{"left":0.26328126,"top":0.31458333,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"GitHub","depth":20,"bounds":{"left":0.275,"top":0.31527779,"width":0.0171875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"[GitHub] Your personal access token (classic) is about to expire - Hi @LakyLak, We noticed your personal access token (classic) \"Download packages from GitHub Package Registry\" with read:packages scope will expire in 7 days. If this token is still needed,","depth":18,"bounds":{"left":0.353125,"top":0.31458333,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"[GitHub] Your personal access token (classic) is about to expire","depth":22,"bounds":{"left":0.353125,"top":0.31527779,"width":0.15625,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.509375,"top":0.31527779,"width":0.00546875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Hi @LakyLak, We noticed your personal access token (classic) \"Download packages from GitHub Package Registry\" with read:packages scope will expire in 7 days. If this token is still needed,","depth":21,"bounds":{"left":0.51484376,"top":0.31527779,"width":0.46875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"13 Apr","depth":19,"bounds":{"left":0.95273435,"top":0.3159722,"width":0.01328125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"Quora Suggested Spa., Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru..., 12 Apr, Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist.","depth":18,"bounds":{"left":0.23984376,"top":0.33402777,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"bounds":{"left":0.2515625,"top":0.33402777,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"bounds":{"left":0.26328126,"top":0.33402777,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Quora Suggested Spa.","depth":20,"bounds":{"left":0.275,"top":0.33472222,"width":0.055859376,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru... - Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist","depth":18,"bounds":{"left":0.353125,"top":0.33402777,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn’t elected and couldn’t even pass security clearance. The fact that Tru...","depth":22,"bounds":{"left":0.353125,"top":0.33472222,"width":0.36757812,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.7207031,"top":0.33472222,"width":0.005078125,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Trump is now blaming Jared Kushner for his Intel on Iran. Jared Kushner wasn't elected and couldn't even pass security clearance. The fact that Trump put Jared Kushner, a rabid Zionist","depth":21,"bounds":{"left":0.72578126,"top":0.33472222,"width":0.27421874,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"12 Apr","depth":19,"bounds":{"left":0.95273435,"top":0.33541667,"width":0.01328125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"Proton, You have 1 new message(s) in your Proton Mail account k***********, 12 Apr, Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/.","depth":18,"bounds":{"left":0.23984376,"top":0.35347223,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"bounds":{"left":0.2515625,"top":0.35347223,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"bounds":{"left":0.26328126,"top":0.35347223,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Proton","depth":20,"bounds":{"left":0.275,"top":0.35416666,"width":0.01640625,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"You have 1 new message(s) in your Proton Mail account k*********** - Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/","depth":18,"bounds":{"left":0.353125,"top":0.35347223,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"You have 1 new message(s) in your Proton Mail account k***********","depth":22,"bounds":{"left":0.353125,"top":0.35416666,"width":0.16796875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.5210937,"top":0.35416666,"width":0.00546875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Please log in at https://mail.proton.me to check them. [Proton](https://proton.me/) You have 1 new message(s) Hello, You have 1 new message(s) in your inbox and custom folders. Please log in at https:/","depth":21,"bounds":{"left":0.5265625,"top":0.35416666,"width":0.4734375,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"12 Apr","depth":19,"bounds":{"left":0.95273435,"top":0.3548611,"width":0.01328125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"RescueTime Team, 21h 6m of Software Development this week - RescueTime Weekly Summary, 12 Apr, Having trouble viewing this email? Click here to view it in your browser. RescueTime personal time management Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you.","depth":18,"bounds":{"left":0.23984376,"top":0.37291667,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"bounds":{"left":0.2515625,"top":0.37291667,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Important mainly because it was sent directly to you.","depth":18,"bounds":{"left":0.26328126,"top":0.37291667,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"RescueTime Team","depth":20,"bounds":{"left":0.275,"top":0.37361112,"width":0.044921875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"21h 6m of Software Development this week - RescueTime Weekly Summary - Having trouble viewing this email? Click here to view it in your browser. RescueTime personal time management Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you","depth":18,"bounds":{"left":0.353125,"top":0.37291667,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"21h 6m of Software Development this week - RescueTime Weekly Summary","depth":22,"bounds":{"left":0.353125,"top":0.37361112,"width":0.18554688,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.53867185,"top":0.37361112,"width":0.005078125,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Having trouble viewing this email? Click here to view it in your browser. RescueTime personal time management Your weekly summary April 5, 2026 - April 12, 2026 You're missing out! Right now, you","depth":21,"bounds":{"left":0.54375,"top":0.37361112,"width":0.45625,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"12 Apr","depth":19,"bounds":{"left":0.95273435,"top":0.37430555,"width":0.01328125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"}]...
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Raycast Team, March Update: US Events, Windows & iOS Updates + Glaze Sessions, 13 Apr, Discover new Raycast features for Windows and iOS, plus Glaze updates. .
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Raycast Team
🗽 March Update: US Events, Windows & iOS Updates + Glaze Sessions - Discover new Raycast features for Windows and iOS, plus Glaze updates.
March Update: US Events, Windows & iOS Updates + Glaze Sessions
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Discover new Raycast features for Windows and iOS, plus Glaze updates.
13 Apr
Keychron Germany, Hi Lukas, share your thoughts about Keychron K3 Max QMK/VIA Wireless Custom Mechanical Keyboard (US Layout), 13 Apr, Let us know what you think about order DE68906-APT. Keychron Germany Trouble viewing email? Hi Lukas, We fulfilled your order from our store Keychron Germany 40 days ago and would love to get your.
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JY-20543 add AJ reports User pilot tracking by Lak JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by Lak JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by Lak JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
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Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by Lak JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by Lak JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by Lak JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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FirefoxFileEoitViewHistoryBookmarksProfilesToolsWi FirefoxFileEoitViewHistoryBookmarksProfilesToolsWindow Help1dll.cooeie.com malluo tinooxV GmailAsk GmailPlatform Sprint 1 Q2 - Platform TeaComposeJY-20543 add AJ reports User pile* stellyan., sonarqub. 2Z Configure SSH access to multipleChatConsole Home | Console Home | usInboxStarred1,543ilian-j.. sonarqu. 11# JiraonoozeeSecurityGroup | EC2 |us-east-2MeetJY-20543 add AJ reports User piloSentDraftsVeselin .. sonarqub. 7steliva... sonarou.SRD-6779 | JY-20632 | Unable toCategories* Nikolay . sonarqub. 10Jy 19798 evaluation for ai activityPurchasesMorelVeselin.. sonarqub. 5(8) Jiminnysteliyan., sonarqub. 38 Ask Jiminny test report - 8 Apr 20:Labels# Datadog- Service-Desk - Queues - Platformnoe emalisGooqle 2C JY-20543 af N) reports Veor pio(x) Configure SSH access to multipleGithubapp738••5.493# Datadogextension• # DatadogNew TabNew Tabutnewrat• * The Jiminny TeamC CloudWatch I us-east-2NotesJy 20541 stale records pr 1 by Vasnnared• # Datadog+ New Tab• Sentry• Utilities100,764• & steliya.... sonarqu. 6# steliyan., sonarqub. 2• & The Jiminny Team# steliya... claude[. 34• * noreply@salesforce..• # Google 2• # The Jiminny Team• * Datadog• # Veselin.. sonarqub. 3• * github-actions[bot]• * TWillo• & steliyan.. Nikolay 16* AtlassianiEnable desktop notifications for Jiminny Mail. OK No thanksWhlSupport Daily - in 32mA100% CS•Tue 14 Apr 14:28:10• Active ~*O JIMINNY1-50 of 25,266[jiminny/prophet] JY-20574: Log default domain (PR #469) - You can view, comment on, or merge this pull request online at: [URL_WITH_CREDENTIALS] - Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you...[jiminny/prophet] Jy 19798 evaluation for ai activity types (PR #468) - You can view, comment on, or merge this pull request online at: [URL_WITH_CREDENTIALS] Daily Digest from Datadog - The Daily Digest for Jiminny, Inc. Here's what happened in Datadog on April 09. Metric Alerts 4 Total Events 4 Alerts Recovered [Recovered] Dialers Stats Dialers Metric Graph sum(last_1d):sum: |Your Ask Jiminny test report report is ready - Hi there, Your latest Ask Jiminny Report has been generated and is now available. Report details: Name: Ask Jiminny test report Period: 9 Apr 2026 You can find all reports and details on Al ReportingPor Ask Jiminny tes.Your Daily Digest from Datadog - The Daily Digest for Jiminny, Inc. Here's what happened in Datadog on April 08. Metric Alerts 4 Total Events 4 Alerts Recovered [Recovered] [US] Processing queues @slack-processing-queues-alarmsRe: [jiminny/prophet] JY-20575: panorama reports absolute links (PR #466) - steliyan-g left a comment (jiminny/prophet#466) @claude - Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you ...[jiminny/prophet] JY020575: panorama reports absolute links (PR #466) - You can view, comment on, or merge this pull request online at: [URL_WITH_CREDENTIALS] pushed 1 commit. 44d1cad Update swagger-ui to v5.32.2 - View it on GitHub or unsubscribe. You are receiving this because you are subscrib...Your Twilio account has been funded - We charged the Jiminny (Production) Credit Card (**** **** **** 6609) $4965.78 to bring the balance to -$217.51. Visit the Twilio Payments page to view your payment history or download a printable[jiminny/prophet] JY-19982: Allow multiple LLM evals with one command run (PR #464) - eg python src/eval/eval-ask-anything-chat.py \ --steps run validate evaluate export_csv --test-set-output-file eval_output/ask_anything_chat/stan...Your API Token is about to expire - Atlassian Your API token is about to expire Hi Lukas Kovalik, Your API token with label rest api expires at 2026-04-09T00:00:00Z UTC. To avoid losing access to product APls: Visit https://id.atlassian.A Are you our Rovo Competition winner!? - Votes are in! Here are your top Rovo demos Top ways real teams are using Rovo Al We asked how your teams are using Rovo Al in your workflow, and we're impressed! là Are you our Rovo Compe...2:25 PM2:03 PM12:56 PM11:40 AMI11:39 AMI11-32 AM9:33 AM8:55 AM1:37 AMApr 11Apr 11Apr 10Apr 10Apr9Apr9Apr9Apr9Apr 9Apr9Apr 8Apr &Apr8Apr8Apr 8Apr 8Apr 8Apr8Apr8...
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FirefoxFileEoitViewHistoryBookmarksProfilesToolsWi FirefoxFileEoitViewHistoryBookmarksProfilesToolsWindow Help1dll.cooeie.com malluo tinooxV GmailAsk GmailPlatform Sprint 1 Q2 - Platform TeaComposeJY-20543 add AJ reports User pile* stellyan., sonarqub. 2Z Configure SSH access to multipleChatConsole Home | Console Home | usInboxStarred1,543ilian-j.. sonarqu. 11# JiraonoozeeSecurityGroup | EC2 |us-east-2MeetJY-20543 add AJ reports User piloSentDraftsVeselin .. sonarqub. 7steliva... sonarou.SRD-6779 | JY-20632 | Unable toCategories* Nikolay . sonarqub. 10Jy 19798 evaluation for ai activityPurchasesMorelVeselin.. sonarqub. 5(8) Jiminnysteliyan., sonarqub. 38 Ask Jiminny test report - 8 Apr 20:Labels# Datadog- Service-Desk - Queues - Platformnoe emalisGooqle 2C JY-20543 af N) reports Veor pio(x) Configure SSH access to multipleGithubapp738••5.493# Datadogextension• # DatadogNew TabNew Tabutnewrat• * The Jiminny TeamC CloudWatch I us-east-2NotesJy 20541 stale records pr 1 by Vasnnared• # Datadog+ New Tab• Sentry• Utilities100,764• & steliya.... sonarqu. 6# steliyan., sonarqub. 2• & The Jiminny Team# steliya... claude[. 34• * noreply@salesforce..• # Google 2• # The Jiminny Team• * Datadog• # Veselin.. sonarqub. 3• * github-actions[bot]• * TWillo• & steliyan.. Nikolay 16* AtlassianiEnable desktop notifications for Jiminny Mail. OK No thanksWhlSupport Daily - in 32mA100% CS•Tue 14 Apr 14:28:10• Active ~*O JIMINNY1-50 of 25,266[jiminny/prophet] JY-20574: Log default domain (PR #469) - You can view, comment on, or merge this pull request online at: [URL_WITH_CREDENTIALS] - Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you...[jiminny/prophet] Jy 19798 evaluation for ai activity types (PR #468) - You can view, comment on, or merge this pull request online at: [URL_WITH_CREDENTIALS] Daily Digest from Datadog - The Daily Digest for Jiminny, Inc. Here's what happened in Datadog on April 09. Metric Alerts 4 Total Events 4 Alerts Recovered [Recovered] Dialers Stats Dialers Metric Graph sum(last_1d):sum: |Your Ask Jiminny test report report is ready - Hi there, Your latest Ask Jiminny Report has been generated and is now available. Report details: Name: Ask Jiminny test report Period: 9 Apr 2026 You can find all reports and details on Al ReportingPor Ask Jiminny tes.Your Daily Digest from Datadog - The Daily Digest for Jiminny, Inc. Here's what happened in Datadog on April 08. Metric Alerts 4 Total Events 4 Alerts Recovered [Recovered] [US] Processing queues @slack-processing-queues-alarmsRe: [jiminny/prophet] JY-20575: panorama reports absolute links (PR #466) - steliyan-g left a comment (jiminny/prophet#466) @claude - Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you ...[jiminny/prophet] JY020575: panorama reports absolute links (PR #466) - You can view, comment on, or merge this pull request online at: [URL_WITH_CREDENTIALS] pushed 1 commit. 44d1cad Update swagger-ui to v5.32.2 - View it on GitHub or unsubscribe. You are receiving this because you are subscrib...Your Twilio account has been funded - We charged the Jiminny (Production) Credit Card (**** **** **** 6609) $4965.78 to bring the balance to -$217.51. Visit the Twilio Payments page to view your payment history or download a printable[jiminny/prophet] JY-19982: Allow multiple LLM evals with one command run (PR #464) - eg python src/eval/eval-ask-anything-chat.py \ --steps run validate evaluate export_csv --test-set-output-file eval_output/ask_anything_chat/stan...Your API Token is about to expire - Atlassian Your API token is about to expire Hi Lukas Kovalik, Your API token with label rest api expires at 2026-04-09T00:00:00Z UTC. To avoid losing access to product APls: Visit https://id.atlassian.A Are you our Rovo Competition winner!? - Votes are in! Here are your top Rovo demos Top ways real teams are using Rovo Al We asked how your teams are using Rovo Al in your workflow, and we're impressed! là Are you our Rovo Compe...2:25 PM2:03 PM12:56 PM11:40 AMI11:39 AMI11-32 AM9:33 AM8:55 AM1:37 AMApr 11Apr 11Apr 10Apr 10Apr9Apr9Apr9Apr9Apr 9Apr9Apr 8Apr &Apr8Apr8Apr 8Apr 8Apr 8Apr8Apr8...
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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SonarQube Cloud
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Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
Service-Desk - Queues - Platform team - Service space - Jira
Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
New Tab
New Tab
CloudWatch | us-east-2
CloudWatch | us-east-2
Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
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Ask Jiminny test report - 8 Apr 2026 - Ask Jiminny test report - 13 Apr 2026.pdf
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Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
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SlackFileEditViewGoHistoryWindowHelpec2-userGec2-u SlackFileEditViewGoHistoryWindowHelpec2-userGec2-user@ip-10-30-...DOCKER981DEV (docker)882APP (-zsh)83MailQueueSessionStoragepublic/storageSentryEnabledEnvironmentLaravel SDK VersionPHP SDK VersionReleaseSample Rate ErrorsSample Rate Performance MonitoringSample Rate ProfilingSend Default PIIroot@2e9e065a72ef:/home/jiminny# php artisan automated-reports:send --result-id 50[2026-04-14 12:28:24] staging.INFO: [automated-reports:send] Force dispatching job {"ab-49a2-ad2d-a66d795c85f2", "trace_id" : "107344ae-a4e9-41cf-9c3c-bd33d42ed9f8"}root@2e9e065a72ef:/home/jiminny# php artisan automated-reports --report-id 18a06a75-a[2026-04-14 12:36:29] staging.INFO: [automated-reports] Started{"correlation_id":"3[2026-04-14 12:36:29Jstaging.INFO: [automated-reports]Checking conditions {"isMondaid":"3b813feZ-ea8d-4fbf-9861-e6e6ac07f7c9", "trace_id": "6a38c254-b041-466a-b37e-7fed2e[2026-04-14 12:36:29]staging.INFO: [automated-reports] Processing daily reports{"cfed2e2cb1f1"}[automated-reports] Automated report found Test 7[2026-04-14 12:36:29]staging.INFO: [automated-reports]Found 1 daily reports to proca-b37e-7fedZe2cb1f1"}[2026-04-14 12:36:29Jstaging.INFO: [automated-reports] Dispatching Generate Report jdaily", "type": "ask_jiminny"} {"correlation_id":"3b813fe2-ea8d-4fbf-9861-e6ебac07f7c9"[2026-04-14 12:36:29] staging.INFO: [automated-reports] Completed{"correlation_id":rooteze9e065a72ef:/home/Jiminny# php artisan automated-reports:send --result-id 52[2026-04-14 12:37:07] staging.INFO: [automated-reports:send] Force dispatching job {"b5-4bcd-9b54-2548d76eb37f","trace_id":"881f58ea-3257-4d59-a9c3-36a72dec74f5"'}root@Ze9e065a72ef:/home/jiminny#|+EDHomeDMsActivityFilesLater.*•Moreabl§ Retro - Platform • in 1h 22 m100% <7Tue 14 Apr 15:38:05→Search Jiminny IncJiminny ...scnicrel# infra-changes# jiminny-bg# platform-tickets# product_launches# random# releases# sofia-office# support# thank-yous# the_people_of jimi...Direct messages3Aneliya Angelova, ...Vasil VasilevSteliyan GeorgievAdelina Petrova, Ili...0. Adelina Petrova. Galya Dimitrova *&s Nikolay Nikolov "2Galya Dimitrova, Ni...2Galya Dimitrova, Ni...F. Nikolay YankovAppsThreadDirect message with 3 othersuvrororrchunpubsne nu npale oeghureсамо при one-off, иначе си праща когато мудойде време през нощтаи тука мога да му да добавя параметьр самоза тестване и да прати веднага ако се подадена командаNikolay Yankov 1 hour agoда, да направим за да го тестваме, иначе нямада можемLukas Kovalik 8 minutes agoГОТОВОphp artisan automated-reports:send --result-id {RESULT ID}след като е генериран може да се пуска такаNikolay Yankov 7 minutes agoдобре, но аз не съм логнат там, можеш ли даго пуснешпуснах нов репорт test 7Lukas Kovalik 5 minutes agoмога ако ми дадеш result idне ти ли работи инстанция?Nikolay Yankov 3 minutes ago18a06a75-afd2-476f-aadc-14d4057bdda2Lukas Kovalik Just nowГОТОВОToastReply...Jira CloudGoogle Cale...Also send to the group+......
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SlackFileEditViewGoHistoryWindowHelpec2-userGec2-u SlackFileEditViewGoHistoryWindowHelpec2-userGec2-user@ip-10-30-...DOCKER981DEV (docker)882APP (-zsh)83MailQueueSessionStoragepublic/storageSentryEnabledEnvironmentLaravel SDK VersionPHP SDK VersionReleaseSample Rate ErrorsSample Rate Performance MonitoringSample Rate ProfilingSend Default PIIroot@2e9e065a72ef:/home/jiminny# php artisan automated-reports:send --result-id 50[2026-04-14 12:28:24] staging.INFO: [automated-reports:send] Force dispatching job {"ab-49a2-ad2d-a66d795c85f2", "trace_id" : "107344ae-a4e9-41cf-9c3c-bd33d42ed9f8"}root@2e9e065a72ef:/home/jiminny# php artisan automated-reports --report-id 18a06a75-a[2026-04-14 12:36:29] staging.INFO: [automated-reports] Started{"correlation_id":"3[2026-04-14 12:36:29Jstaging.INFO: [automated-reports]Checking conditions {"isMondaid":"3b813feZ-ea8d-4fbf-9861-e6e6ac07f7c9", "trace_id": "6a38c254-b041-466a-b37e-7fed2e[2026-04-14 12:36:29]staging.INFO: [automated-reports] Processing daily reports{"cfed2e2cb1f1"}[automated-reports] Automated report found Test 7[2026-04-14 12:36:29]staging.INFO: [automated-reports]Found 1 daily reports to proca-b37e-7fedZe2cb1f1"}[2026-04-14 12:36:29Jstaging.INFO: [automated-reports] Dispatching Generate Report jdaily", "type": "ask_jiminny"} {"correlation_id":"3b813fe2-ea8d-4fbf-9861-e6ебac07f7c9"[2026-04-14 12:36:29] staging.INFO: [automated-reports] Completed{"correlation_id":rooteze9e065a72ef:/home/Jiminny# php artisan automated-reports:send --result-id 52[2026-04-14 12:37:07] staging.INFO: [automated-reports:send] Force dispatching job {"b5-4bcd-9b54-2548d76eb37f","trace_id":"881f58ea-3257-4d59-a9c3-36a72dec74f5"'}root@Ze9e065a72ef:/home/jiminny#|+EDHomeDMsActivityFilesLater.*•Moreabl§ Retro - Platform • in 1h 22 m100% <7Tue 14 Apr 15:38:05→Search Jiminny IncJiminny ...scnicrel# infra-changes# jiminny-bg# platform-tickets# product_launches# random# releases# sofia-office# support# thank-yous# the_people_of jimi...Direct messages3Aneliya Angelova, ...Vasil VasilevSteliyan GeorgievAdelina Petrova, Ili...0. Adelina Petrova. Galya Dimitrova *&s Nikolay Nikolov "2Galya Dimitrova, Ni...2Galya Dimitrova, Ni...F. Nikolay YankovAppsThreadDirect message with 3 othersuvrororrchunpubsne nu npale oeghureсамо при one-off, иначе си праща когато мудойде време през нощтаи тука мога да му да добавя параметьр самоза тестване и да прати веднага ако се подадена командаNikolay Yankov 1 hour agoда, да направим за да го тестваме, иначе нямада можемLukas Kovalik 8 minutes agoГОТОВОphp artisan automated-reports:send --result-id {RESULT ID}след като е генериран може да се пуска такаNikolay Yankov 7 minutes agoдобре, но аз не съм логнат там, можеш ли даго пуснешпуснах нов репорт test 7Lukas Kovalik 5 minutes agoмога ако ми дадеш result idне ти ли работи инстанция?Nikolay Yankov 3 minutes ago18a06a75-afd2-476f-aadc-14d4057bdda2Lukas Kovalik Just nowГОТОВОToastReply...Jira CloudGoogle Cale...Also send to the group+......
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Firefox( JY-18909 modify send automa& Issues - Firefox( JY-18909 modify send automa& Issues - app in Jiminny SonarQubePlatform Sprint 1 Q2 - Platform TeaJY-20543 add AJ reports User piloZ Configure SSH access to multipleConsole Home | Console Home | usSecurityGroup | EC2 |us-east-2JY-20543 add AJ reports User piloSRD-6779 | JY-20632 | Unable toJy 19798 evaluation for ai activity(7 Jiminnv8 Ask Jiminny test report - 8 Apr 20)Service-Desk - Queues - PlatformC JY-20543 add AJ reports User pilc(x) Configure SSH access to multiple© New TabCa CloudWatch | us-east-2Jy 20541 stale records pr 1 by Vasi+ New TabHistoryBookmarksProfilesToolsWindow Helpgithub.com/jiminny/app/commit/0867f69497502addf1159e1d2693751dd6b8ce14Q Filter files...E 2 files changed +5 -4 lines changed• app/Console/Commands/Re…..E AutomatedReportsComma….E AutomatedReportsSendCo...app/Console/Commands/Reports/AutomatedReportsCommand.php L*@a -28,15 +28,15 @@ class AutomatedReportsCommand extends Command* @var stringororecter »sionature = autonated-revorts{--report-id= : Process a specific report by ID or UUID (bypasses frequency scheduling)}';34* The console command description.* avar Surinoprotected $description = 'Process automated reports based on their frequency (weekly, monthly, quarterly).0Use —report-id to manually trigger a specific report by ID or UUID.';0a -169,7 +169,8 @a private function getReportById(string $reportId): Collection169170171172 -'reportUuid' => $report→>getUuid(),'expiresAt' => $report→>getExpiresAt()?->toDateString(),1);anyway (manual override).');$this->warn('Report is expired (expires_at: ' . $report->getExpiresAt()?->toDateString() . ') - processing174115$this->infolself::LOG_PREFIX . ' Automated report found ' . $report->getCustomName());v app/Console/Commands/Reports/AutomatedReportsSendCommand-php *@@ -22,7 +22,7 @@ class AutomatedReportsSendCommand extends Command25* evar stringprotected $signature = 'automated-reports: send{--result-id= : Force send a specific AutomatedReportResult by ID, bypassing the scheduled time check}';/**Comments o& Lock conversationCommentA Unsubscribe You're receivina notifications because vou're subscribed to this thread.31 [PHONE]2 +173 +1741751/025 +‹ 40 lil f Retro-Platform• in 1h 22m A 100% C2 Tue 14 Apr 15:38:051 Тор• Search within code+4-3 0280* evar string.protected ssignature = automated-reports{--report-id= : Process a specific report by ID or UUID (bypasses frequency scheduling)}';/*** The console command description.* @var stringprotected $description = 'Process automated reports based on their frequency (weekly, monthly, quarterly).use -report-id to manually trigger a specitic report by lu or butd.;'reportuuid' = $report→>getUuid(),'expiresAt' => Sreport->getExpiresAt()?->toDateString(),1);$this->warn('Report is expired (expires_ at: ' . $report->getExpiresAt()?->toDateString()• ') - processing anyway (manual override).');$this->info(self::LOG_PREFIX . ' Automated report found ' . $report->getCustomName());* evar stringprotected Ssignature ='automated-reports: send{--result-id= : Force send a specific AutomatedReportResult by ID, bypassing the scheduled time check}' ;+1 -1UU...
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Firefox( JY-18909 modify send automa& Issues - Firefox( JY-18909 modify send automa& Issues - app in Jiminny SonarQubePlatform Sprint 1 Q2 - Platform TeaJY-20543 add AJ reports User piloZ Configure SSH access to multipleConsole Home | Console Home | usSecurityGroup | EC2 |us-east-2JY-20543 add AJ reports User piloSRD-6779 | JY-20632 | Unable toJy 19798 evaluation for ai activity(7 Jiminnv8 Ask Jiminny test report - 8 Apr 20)Service-Desk - Queues - PlatformC JY-20543 add AJ reports User pilc(x) Configure SSH access to multiple© New TabCa CloudWatch | us-east-2Jy 20541 stale records pr 1 by Vasi+ New TabHistoryBookmarksProfilesToolsWindow Helpgithub.com/jiminny/app/commit/0867f69497502addf1159e1d2693751dd6b8ce14Q Filter files...E 2 files changed +5 -4 lines changed• app/Console/Commands/Re…..E AutomatedReportsComma….E AutomatedReportsSendCo...app/Console/Commands/Reports/AutomatedReportsCommand.php L*@a -28,15 +28,15 @@ class AutomatedReportsCommand extends Command* @var stringororecter »sionature = autonated-revorts{--report-id= : Process a specific report by ID or UUID (bypasses frequency scheduling)}';34* The console command description.* avar Surinoprotected $description = 'Process automated reports based on their frequency (weekly, monthly, quarterly).0Use —report-id to manually trigger a specific report by ID or UUID.';0a -169,7 +169,8 @a private function getReportById(string $reportId): Collection169170171172 -'reportUuid' => $report→>getUuid(),'expiresAt' => $report→>getExpiresAt()?->toDateString(),1);anyway (manual override).');$this->warn('Report is expired (expires_at: ' . $report->getExpiresAt()?->toDateString() . ') - processing174115$this->infolself::LOG_PREFIX . ' Automated report found ' . $report->getCustomName());v app/Console/Commands/Reports/AutomatedReportsSendCommand-php *@@ -22,7 +22,7 @@ class AutomatedReportsSendCommand extends Command25* evar stringprotected $signature = 'automated-reports: send{--result-id= : Force send a specific AutomatedReportResult by ID, bypassing the scheduled time check}';/**Comments o& Lock conversationCommentA Unsubscribe You're receivina notifications because vou're subscribed to this thread.31 [PHONE]2 +173 +1741751/025 +‹ 40 lil f Retro-Platform• in 1h 22m A 100% C2 Tue 14 Apr 15:38:051 Тор• Search within code+4-3 0280* evar string.protected ssignature = automated-reports{--report-id= : Process a specific report by ID or UUID (bypasses frequency scheduling)}';/*** The console command description.* @var stringprotected $description = 'Process automated reports based on their frequency (weekly, monthly, quarterly).use -report-id to manually trigger a specitic report by lu or butd.;'reportuuid' = $report→>getUuid(),'expiresAt' => Sreport->getExpiresAt()?->toDateString(),1);$this->warn('Report is expired (expires_ at: ' . $report->getExpiresAt()?->toDateString()• ') - processing anyway (manual override).');$this->info(self::LOG_PREFIX . ' Automated report found ' . $report->getCustomName());* evar stringprotected Ssignature ='automated-reports: send{--result-id= : Force send a specific AutomatedReportResult by ID, bypassing the scheduled time check}' ;+1 -1UU...
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Pipelines - jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
Service-Desk - Queues - Platform team - Service space - Jira
Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
New Tab
New Tab
CloudWatch | us-east-2
CloudWatch | us-east-2
Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
Service-Desk - Queues - Platform team - Service space - Jira
Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
Service-Desk - Queues - Platform team - Service space - Jira
Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
Service-Desk - Queues - Platform team - Service space - Jira
Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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CloudWatch | us-east-2
CloudWatch | us-east-2
Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
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app.circleci.com
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
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Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
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Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Pipelines - jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
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Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Pipelines - jiminny/app
Feed — jiminny — Sentry
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
Service-Desk - Queues - Platform team - Service space - Jira
Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
New Tab
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CloudWatch | us-east-2...
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Pipelines - jiminny/app
Feed — jiminny — Sentry
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
Service-Desk - Queues - Platform team - Service space - Jira
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
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SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
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Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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-2939632433037909298
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visual_change
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accessibility
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NULL
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Pipelines - jiminny/app
Feed — jiminny — Sentry
Inbox (1,545) - [EMAIL] - Jiminny Mail
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Pipelines - jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet...
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet...
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
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Service-Desk - Queues - Platform team - Service space - Jira
Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
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Service-Desk - Queues - Platform team - Service space - Jira
Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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SecurityGroup | EC2 | us-east-2
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
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Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
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Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
Console Home | Console Home | us-east-2
Console Home | Console Home | us-east-2
SecurityGroup | EC2 | us-east-2
SecurityGroup | EC2 | us-east-2
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
Service-Desk - Queues - Platform team - Service space - Jira
Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by ni JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
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JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
JY-18909 Add Ask Jiminny Report type in list by nikolay-yankov · Pull Request #11894 · jiminny/app
Issues - app in Jiminny SonarQube Cloud
Issues - app in Jiminny SonarQube Cloud
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
Platform Sprint 1 Q2 - Platform Team - Scrum Board - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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Configure SSH access to multiple environment - Engineering - Confluence
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
SRD-6779 | JY-20632 | Unable to log in to Sidekick with SSO by yalokin-jiminny · Pull Request #11935 · jiminny/app
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jy 19798 evaluation for ai activity types by nikolaybiaivanov · Pull Request #468 · jiminny/prophet
Jiminny
Jiminny
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Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
Configure SSH access to multiple environment - Engineering - Confluence
Configure SSH access to multiple environment - Engineering - Confluence
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Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
Jy 20541 stale records pr 1 by Vasil-Jiminny · Pull Request #11949 · jiminny/app
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Platform Team - Backlog - Jira
Service-Desk - Queu Platform Team - Backlog - Jira
Service-Desk - Queues - Platform team - Service space - Jira
JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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Product Growth Platform | Userpilot
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
Jiminny
Jiminny
JY-18909: Print company logo debugging information by steliyan-g · Pull Request #472 · jiminny/prophet
JY-18909: Print company logo debugging information by steliyan-g · Pull Request #472 · jiminny/prophet
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
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JY-18909: Print company logo debugging information by steliyan-g · Pull Request #472 · jiminny/prophet
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
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JY-18909: Print company logo debugging information by steliyan-g · Pull Request #472 · jiminny/prophet
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
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JY-18909: Print company logo debugging information by steliyan-g · Pull Request #472 · jiminny/prophet
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
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Platform Team - Backlog - Jira
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
Jiminny
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JY-18909: Print company logo debugging information by steliyan-g · Pull Request #472 · jiminny/prophet
JY-18909: Print company logo debugging information by steliyan-g · Pull Request #472 · jiminny/prophet
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Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
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Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
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unread, Google, Security alert, 08:21, A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help.
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unread, daily.dev, Lukas, your personal update from daily.dev is ready, 08:01, Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Inbox (15) - [EMAIL] - Gmail
West DXP4800PLUS-B5F8
Inbox (15) - [EMAIL] - Gmail
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
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Screenpipe Dashboard
Welcome to Steam
Welcome to Steam
New Tab
Customize sidebar
Open Google Gemini (⌃X)
Open history (⇧⌘H)
Open bookmarks (⌘B)
Bitwarden
None selected
Skip to content
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Using Gmail with screen readers
Using Gmail with screen readers
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Gmail
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Search
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Search mail
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Settings
Ask Gemini
Google apps
Google Account: Lukáš Koválik ([EMAIL])
Compose
Labels
Labels
Inbox 15 unread
Inbox
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Starred
Starred
Snoozed
Snoozed
Important
Important
Sent
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More labels
More
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Create new label
Labels
Labels
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[Imap]/Nevyžiadaná pošta
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Deleted Items has menu
Deleted Items
Fibank 1229 unread has menu
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HOSTING 5 unread has menu
HOSTING
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jiminny-github
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Junk E-mail 219 unread has menu
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Kontakty has menu
Kontakty
Sent Items has menu
Sent Items
WORK 848 unread has menu
WORK
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Refresh
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Show more messages
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Newer
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Input tools on/off (Ctrl-Shift-K)
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unread, Google, Security alert, 08:21, A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help.
Not starred
Not important
New
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Security alert - A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help
Security alert
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A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help
08:21
unread, daily.dev, Lukas, your personal update from daily.dev is ready, 08:01, Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
Not starred
Important according to Google magic.
New
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Firefox
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Inbox (15) - kovaliklukas@gmail.com - Gmail — Pers Inbox (15) - kovaliklukas@gmail.com - Gmail — Personal...
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True
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mail.google.com/mail/u/0/#inbox
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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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NULL
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DXP4800PLUS-B5F8
Inbox (15) - [EMAIL] - Gmail
West DXP4800PLUS-B5F8
Inbox (15) - [EMAIL] - Gmail
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
| Senetic
| Senetic
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
SQLite Web: db.sqlite
SQLite Web: db.sqlite
Screenpipe Dashboard
Screenpipe Dashboard
Welcome to Steam
Welcome to Steam
New Tab
Customize sidebar
Open Google Gemini (⌃X)
Open history (⇧⌘H)
Open bookmarks (⌘B)
Bitwarden
None selected
Skip to content
Skip to content
Using Gmail with screen readers
Using Gmail with screen readers
Main menu
Gmail
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Search
Search mail
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Search mail
Support
Settings
Ask Gemini
Google apps
Google Account: Lukáš Koválik ([EMAIL])
Compose
Labels
Labels
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Inbox
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Snoozed
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More
Labels
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Create new label
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unread, Google, Security alert, 08:21, A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help.
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Google
Security alert - A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help
Security alert
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A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help
08:21
unread, daily.dev, Lukas, your personal update from daily.dev is ready, 08:01, Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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daily.dev
Lukas, your personal update from daily.dev is ready - Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Lukas, your personal update from daily.dev is ready
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Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
08:01
unread, GitHub, [GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15, 04:37, Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known.
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GitHub
[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15 - Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15
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Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
04:37
unread, Booking.com, Important Booking.com Security Update, 14 Apr, .
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Booking.com
Important Booking.com Security Update -
Important Booking.com Security Update
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14 Apr
unread, GitHub, See your organization more clearly with advanced Copilot features and security assessments., 14 Apr, The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See.
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GitHub
See your organization more clearly with advanced Copilot features and security assessments. - The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See
See your organization more clearly with advanced Copilot features and security assessments.
-
The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See
14 Apr
unread, LinkedIn, Nikolay Yankov - Lead Software Developer reacted to this post: Today, we announce our Series…, 14 Apr, Today, we announce our Series… ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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LinkedIn
Nikolay Yankov - Lead Software Developer reacted to this post: Today, we announce our Series… - Today, we announce our Series… ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Nikolay Yankov - Lead Software Developer reacted to this post: Today, we announce our Series…
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Today, we announce our Series… ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, RescueTime, RescueTime Quarterly Update April 2026, 14 Apr, April 2026 Quarterly Review Quarterly Review See what's new... See what's new... We shipped a lot in Q1 this year. They might not all be flashy (although the new widgets certainly are!), but.
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RescueTime
RescueTime Quarterly Update April 2026 - April 2026 Quarterly Review Quarterly Review See what's new... See what's new... We shipped a lot in Q1 this year. They might not all be flashy (although the new widgets certainly are!), but
RescueTime Quarterly Update April 2026
-
April 2026 Quarterly Review Quarterly Review See what's new... See what's new... We shipped a lot in Q1 this year. They might not all be flashy (although the new widgets certainly are!), but
14 Apr
unread, Quora Suggested Spa., Would you remarry after a divorce?, 14 Apr, I have done this, and it is one of the biggest regrets of my life. Was … Relationship and Marriage Relationship and Marriage • 93K followers Let's solve all your relationship and marriage issues.
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Quora Suggested Spa.
Would you remarry after a divorce? - I have done this, and it is one of the biggest regrets of my life. Was … Relationship and Marriage Relationship and Marriage • 93K followers Let's solve all your relationship and marriage issues
Would you remarry after a divorce?
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I have done this, and it is one of the biggest regrets of my life. Was … Relationship and Marriage Relationship and Marriage • 93K followers Let's solve all your relationship and marriage issues
14 Apr
unread, CircleCI Builds 2, [CircleCI] Workflow canceled: jiminny / app on JY-18909-automated-reports-ask-jiminny, 14 Apr, app / build_accept_deploy jiminny / app 2026-04-14T11:57:08Z JY-18909-automated-reports-ask-jiminny #57255 Commit push by Lukas Kovalik (LakyLak) eb06888 JY-18909 modify send automated report command.
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CircleCI Builds
2
[CircleCI] Workflow canceled: jiminny / app on JY-18909-automated-reports-ask-jiminny - app / build_accept_deploy jiminny / app 2026-04-14T11:57:08Z JY-18909-automated-reports-ask-jiminny #57255 Commit push by Lukas Kovalik (LakyLak) eb06888 JY-18909 modify send automated report command
[CircleCI] Workflow canceled: jiminny / app on JY-18909-automated-reports-ask-jiminny
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app / build_accept_deploy jiminny / app 2026-04-14T11:57:08Z JY-18909-automated-reports-ask-jiminny #57255 Commit push by Lukas Kovalik (LakyLak) eb06888 JY-18909 modify send automated report command
14 Apr
unread, Anthropic, PBC, Your receipt from Anthropic, PBC #2951-1320-2874, has attachment, 14 Apr, Your receipt from Anthropic, PBC #2951-1320-2874 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Anthropic, PBC
Your receipt from Anthropic, PBC #2951-1320-2874 - Your receipt from Anthropic, PBC #2951-1320-2874 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Your receipt from Anthropic, PBC #2951-1320-2874
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Your receipt from Anthropic, PBC #2951-1320-2874 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, NirDiama., coderabb. 3, [NirDiamant/GenAI_Agents] Update RAG Made Simple promotion pricing to $9.99 (PR #111), 14 Apr, Removes the now-stale "$0.99 launch price" messaging and updates the RAG Made Simple promotion to reflect its current steady-state price of $9.99 (free with Kindle Unlimited). The book.
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NirDiama.
,
coderabb.
3
[NirDiamant/GenAI_Agents] Update RAG Made Simple promotion pricing to $9.99 (PR #111) - Removes the now-stale "$0.99 launch price" messaging and updates the RAG Made Simple promotion to reflect its current steady-state price of $9.99 (free with Kindle Unlimited). The book
[NirDiamant/GenAI_Agents] Update RAG Made Simple promotion pricing to $9.99 (PR #111)
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Removes the now-stale "$0.99 launch price" messaging and updates the RAG Made Simple promotion to reflect its current steady-state price of $9.99 (free with Kindle Unlimited). The book
14 Apr
unread, Decoding AI Magazine, Sorry for my last email., 14 Apr, I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Decoding AI Magazine
Sorry for my last email. - I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Sorry for my last email.
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I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, Decoding AI Magazine, New thread from Paul Iusztin, 14 Apr, Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Decoding AI Magazine
💬 New thread from Paul Iusztin - Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
New thread from Paul Iusztin
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Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, Wait But Why, Marathon drawing week: livestreaming Tue, Wed, Thu, 14 Apr, Hey readers, A month ago, I had emailed to tell you that I was doing a “watch Tim do book drawings” livestream day. It was fun, as was a second one I did a few ....
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I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏","depth":18,"bounds":{"left":0.353125,"top":0.37291667,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Sorry for my last email.","depth":22,"bounds":{"left":0.353125,"top":0.37361112,"width":0.061328124,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.41445312,"top":0.37361112,"width":0.00546875,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏","depth":21,"bounds":{"left":0.41992188,"top":0.37361112,"width":0.25976562,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"14 Apr","depth":19,"bounds":{"left":0.9515625,"top":0.37430555,"width":0.014453125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, Decoding AI Magazine, New thread from Paul Iusztin, 14 Apr, Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.","depth":18,"bounds":{"left":0.23984376,"top":0.3923611,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"bounds":{"left":0.2515625,"top":0.3923611,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"bounds":{"left":0.26328126,"top":0.3923611,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Decoding AI Magazine","depth":20,"bounds":{"left":0.275,"top":0.39305556,"width":0.059375,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"💬 New thread from Paul Iusztin - Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏","depth":18,"bounds":{"left":0.353125,"top":0.3923611,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"New thread from Paul Iusztin","depth":22,"bounds":{"left":0.35976562,"top":0.39305556,"width":0.078125,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.43789062,"top":0.39305556,"width":0.005078125,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏","depth":21,"bounds":{"left":0.44296876,"top":0.39305556,"width":0.153125,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"14 Apr","depth":19,"bounds":{"left":0.9515625,"top":0.39375,"width":0.014453125,"height":0.011111111},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, Wait But Why, Marathon drawing week: livestreaming Tue, Wed, Thu, 14 Apr, Hey readers, A month ago, I had emailed to tell you that I was doing a “watch Tim do book drawings” livestream day. It was fun, as was a second one I did a few .","depth":18,"bounds":{"left":0.23984376,"top":0.41180557,"width":0.0078125,"height":0.013888889},"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false}]...
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DXP4800PLUS-B5F8
Inbox (15) - [EMAIL] - Gmail
West DXP4800PLUS-B5F8
Inbox (15) - [EMAIL] - Gmail
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
| Senetic
| Senetic
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
SQLite Web: db.sqlite
SQLite Web: db.sqlite
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unread, Google, Security alert, 08:21, A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help.
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Google
Security alert - A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help
Security alert
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A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help
08:21
unread, daily.dev, Lukas, your personal update from daily.dev is ready, 08:01, Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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daily.dev
Lukas, your personal update from daily.dev is ready - Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Lukas, your personal update from daily.dev is ready
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Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
08:01
unread, GitHub, [GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15, 04:37, Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known.
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GitHub
[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15 - Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15
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Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
04:37
unread, Booking.com, Important Booking.com Security Update, 14 Apr, .
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Booking.com
Important Booking.com Security Update -
Important Booking.com Security Update
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14 Apr
unread, GitHub, See your organization more clearly with advanced Copilot features and security assessments., 14 Apr, The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See.
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GitHub
See your organization more clearly with advanced Copilot features and security assessments. - The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See
See your organization more clearly with advanced Copilot features and security assessments.
-
The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See
14 Apr
unread, LinkedIn, Nikolay Yankov - Lead Software Developer reacted to this post: Today, we announce our Series…, 14 Apr, Today, we announce our Series… ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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LinkedIn
Nikolay Yankov - Lead Software Developer reacted to this post: Today, we announce our Series… - Today, we announce our Series… ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Nikolay Yankov - Lead Software Developer reacted to this post: Today, we announce our Series…
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Today, we announce our Series… ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, RescueTime, RescueTime Quarterly Update April 2026, 14 Apr, April 2026 Quarterly Review Quarterly Review See what's new... See what's new... We shipped a lot in Q1 this year. They might not all be flashy (although the new widgets certainly are!), but.
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RescueTime
RescueTime Quarterly Update April 2026 - April 2026 Quarterly Review Quarterly Review See what's new... See what's new... We shipped a lot in Q1 this year. They might not all be flashy (although the new widgets certainly are!), but
RescueTime Quarterly Update April 2026
-
April 2026 Quarterly Review Quarterly Review See what's new... See what's new... We shipped a lot in Q1 this year. They might not all be flashy (although the new widgets certainly are!), but
14 Apr
unread, Quora Suggested Spa., Would you remarry after a divorce?, 14 Apr, I have done this, and it is one of the biggest regrets of my life. Was … Relationship and Marriage Relationship and Marriage • 93K followers Let's solve all your relationship and marriage issues.
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Quora Suggested Spa.
Would you remarry after a divorce? - I have done this, and it is one of the biggest regrets of my life. Was … Relationship and Marriage Relationship and Marriage • 93K followers Let's solve all your relationship and marriage issues
Would you remarry after a divorce?
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I have done this, and it is one of the biggest regrets of my life. Was … Relationship and Marriage Relationship and Marriage • 93K followers Let's solve all your relationship and marriage issues
14 Apr
unread, CircleCI Builds 2, [CircleCI] Workflow canceled: jiminny / app on JY-18909-automated-reports-ask-jiminny, 14 Apr, app / build_accept_deploy jiminny / app 2026-04-14T11:57:08Z JY-18909-automated-reports-ask-jiminny #57255 Commit push by Lukas Kovalik (LakyLak) eb06888 JY-18909 modify send automated report command.
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CircleCI Builds
2
[CircleCI] Workflow canceled: jiminny / app on JY-18909-automated-reports-ask-jiminny - app / build_accept_deploy jiminny / app 2026-04-14T11:57:08Z JY-18909-automated-reports-ask-jiminny #57255 Commit push by Lukas Kovalik (LakyLak) eb06888 JY-18909 modify send automated report command
[CircleCI] Workflow canceled: jiminny / app on JY-18909-automated-reports-ask-jiminny
-
app / build_accept_deploy jiminny / app 2026-04-14T11:57:08Z JY-18909-automated-reports-ask-jiminny #57255 Commit push by Lukas Kovalik (LakyLak) eb06888 JY-18909 modify send automated report command
14 Apr
unread, Anthropic, PBC, Your receipt from Anthropic, PBC #2951-1320-2874, has attachment, 14 Apr, Your receipt from Anthropic, PBC #2951-1320-2874 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Anthropic, PBC
Your receipt from Anthropic, PBC #2951-1320-2874 - Your receipt from Anthropic, PBC #2951-1320-2874 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Your receipt from Anthropic, PBC #2951-1320-2874
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Your receipt from Anthropic, PBC #2951-1320-2874 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, NirDiama., coderabb. 3, [NirDiamant/GenAI_Agents] Update RAG Made Simple promotion pricing to $9.99 (PR #111), 14 Apr, Removes the now-stale "$0.99 launch price" messaging and updates the RAG Made Simple promotion to reflect its current steady-state price of $9.99 (free with Kindle Unlimited). The book.
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NirDiama.
,
coderabb.
3
[NirDiamant/GenAI_Agents] Update RAG Made Simple promotion pricing to $9.99 (PR #111) - Removes the now-stale "$0.99 launch price" messaging and updates the RAG Made Simple promotion to reflect its current steady-state price of $9.99 (free with Kindle Unlimited). The book
[NirDiamant/GenAI_Agents] Update RAG Made Simple promotion pricing to $9.99 (PR #111)
-
Removes the now-stale "$0.99 launch price" messaging and updates the RAG Made Simple promotion to reflect its current steady-state price of $9.99 (free with Kindle Unlimited). The book
14 Apr
unread, Decoding AI Magazine, Sorry for my last email., 14 Apr, I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Decoding AI Magazine
Sorry for my last email. - I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Sorry for my last email.
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I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, Decoding AI Magazine, New thread from Paul Iusztin, 14 Apr, Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Decoding AI Magazine
💬 New thread from Paul Iusztin - Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
New thread from Paul Iusztin
-
Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, Wait But Why, Marathon drawing week: livestreaming Tue, Wed, Thu, 14 Apr, Hey readers, A month ago, I had emailed to tell you that I was doing a “watch Tim do book drawings” livestream day. It was fun, as was a second one I did a few ....
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Inbox (15) - kovaliklukas@gmail.com - Gmail — Pers Inbox (15) - kovaliklukas@gmail.com - Gmail — Personal...
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True
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mail.google.com/mail/u/0/#inbox
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DXP4800PLUS-B5F8
Inbox (15) - [EMAIL] - Gmail
West DXP4800PLUS-B5F8
Inbox (15) - [EMAIL] - Gmail
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
| Senetic
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Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
SQLite Web: db.sqlite
SQLite Web: db.sqlite
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unread, Google, Security alert, 08:21, A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help.
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Security alert - A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help
Security alert
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A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help
08:21
unread, daily.dev, Lukas, your personal update from daily.dev is ready, 08:01, Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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daily.dev
Lukas, your personal update from daily.dev is ready - Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Lukas, your personal update from daily.dev is ready
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Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
08:01
unread, GitHub, [GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15, 04:37, Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known.
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GitHub
[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15 - Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15
-
Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
04:37
unread, Booking.com, Important Booking.com Security Update, 14 Apr, .
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Booking.com
Important Booking.com Security Update -
Important Booking.com Security Update
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14 Apr
unread, GitHub, See your organization more clearly with advanced Copilot features and security assessments., 14 Apr, The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See.
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GitHub
See your organization more clearly with advanced Copilot features and security assessments. - The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See
See your organization more clearly with advanced Copilot features and security assessments.
-
The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See
14 Apr
unread, LinkedIn, Nikolay Yankov - Lead Software Developer reacted to this post: Today, we announce our Series…, 14 Apr, Today, we announce our Series… ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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New
LinkedIn
Nikolay Yankov - Lead Software Developer reacted to this post: Today, we announce our Series… - Today, we announce our Series… ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Nikolay Yankov - Lead Software Developer reacted to this post: Today, we announce our Series…
-
Today, we announce our Series… ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, RescueTime, RescueTime Quarterly Update April 2026, 14 Apr, April 2026 Quarterly Review Quarterly Review See what's new... See what's new... We shipped a lot in Q1 this year. They might not all be flashy (although the new widgets certainly are!), but.
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RescueTime
RescueTime Quarterly Update April 2026 - April 2026 Quarterly Review Quarterly Review See what's new... See what's new... We shipped a lot in Q1 this year. They might not all be flashy (although the new widgets certainly are!), but
RescueTime Quarterly Update April 2026
-
April 2026 Quarterly Review Quarterly Review See what's new... See what's new... We shipped a lot in Q1 this year. They might not all be flashy (although the new widgets certainly are!), but
14 Apr
unread, Quora Suggested Spa., Would you remarry after a divorce?, 14 Apr, I have done this, and it is one of the biggest regrets of my life. Was … Relationship and Marriage Relationship and Marriage • 93K followers Let's solve all your relationship and marriage issues.
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Quora Suggested Spa.
Would you remarry after a divorce? - I have done this, and it is one of the biggest regrets of my life. Was … Relationship and Marriage Relationship and Marriage • 93K followers Let's solve all your relationship and marriage issues
Would you remarry after a divorce?
-
I have done this, and it is one of the biggest regrets of my life. Was … Relationship and Marriage Relationship and Marriage • 93K followers Let's solve all your relationship and marriage issues
14 Apr
unread, CircleCI Builds 2, [CircleCI] Workflow canceled: jiminny / app on JY-18909-automated-reports-ask-jiminny, 14 Apr, app / build_accept_deploy jiminny / app 2026-04-14T11:57:08Z JY-18909-automated-reports-ask-jiminny #57255 Commit push by Lukas Kovalik (LakyLak) eb06888 JY-18909 modify send automated report command.
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CircleCI Builds
2
[CircleCI] Workflow canceled: jiminny / app on JY-18909-automated-reports-ask-jiminny - app / build_accept_deploy jiminny / app 2026-04-14T11:57:08Z JY-18909-automated-reports-ask-jiminny #57255 Commit push by Lukas Kovalik (LakyLak) eb06888 JY-18909 modify send automated report command
[CircleCI] Workflow canceled: jiminny / app on JY-18909-automated-reports-ask-jiminny
-
app / build_accept_deploy jiminny / app 2026-04-14T11:57:08Z JY-18909-automated-reports-ask-jiminny #57255 Commit push by Lukas Kovalik (LakyLak) eb06888 JY-18909 modify send automated report command
14 Apr
unread, Anthropic, PBC, Your receipt from Anthropic, PBC #2951-1320-2874, has attachment, 14 Apr, Your receipt from Anthropic, PBC #2951-1320-2874 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Anthropic, PBC
Your receipt from Anthropic, PBC #2951-1320-2874 - Your receipt from Anthropic, PBC #2951-1320-2874 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Your receipt from Anthropic, PBC #2951-1320-2874
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Your receipt from Anthropic, PBC #2951-1320-2874 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, NirDiama., coderabb. 3, [NirDiamant/GenAI_Agents] Update RAG Made Simple promotion pricing to $9.99 (PR #111), 14 Apr, Removes the now-stale "$0.99 launch price" messaging and updates the RAG Made Simple promotion to reflect its current steady-state price of $9.99 (free with Kindle Unlimited). The book.
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NirDiama.
,
coderabb.
3
[NirDiamant/GenAI_Agents] Update RAG Made Simple promotion pricing to $9.99 (PR #111) - Removes the now-stale "$0.99 launch price" messaging and updates the RAG Made Simple promotion to reflect its current steady-state price of $9.99 (free with Kindle Unlimited). The book
[NirDiamant/GenAI_Agents] Update RAG Made Simple promotion pricing to $9.99 (PR #111)
-
Removes the now-stale "$0.99 launch price" messaging and updates the RAG Made Simple promotion to reflect its current steady-state price of $9.99 (free with Kindle Unlimited). The book
14 Apr
unread, Decoding AI Magazine, Sorry for my last email., 14 Apr, I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Decoding AI Magazine
Sorry for my last email. - I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Sorry for my last email.
-
I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, Decoding AI Magazine, New thread from Paul Iusztin, 14 Apr, Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Decoding AI Magazine
💬 New thread from Paul Iusztin - Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
New thread from Paul Iusztin
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Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, Wait But Why, Marathon drawing week: livestreaming Tue, Wed, Thu, 14 Apr, Hey readers, A month ago, I had emailed to tell you that I was doing a “watch Tim do book drawings” livestream day. It was fun, as was a second one I did a few .
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Wait But Why
Marathon drawing week: livestreaming Tue, Wed, Thu - Hey readers, A month ago, I had emailed to tell you that I was doing a “watch Tim do book drawings” livestream day. It was fun, as was a second one I did a few
Marathon drawing week: livestreaming Tue, Wed, Thu
-
Hey readers, A month ago, I had emailed to tell you that I was doing a “watch Tim do book drawings” livestream day. It was fun, as was a second one I did a few
14 Apr
unread, CircleCI Builds 2, [CircleCI] Workflow failed: jiminny / app on JY-18909-automated-reports-ask-jiminny, 14 Apr, app / build_accept_deploy jiminny / app 2026-04-14T09:46:50Z JY-18909-automated-reports-ask-jiminny #57242 Commit push by Lukas Kovalik (LakyLak) 42e3e90 Merge .
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The book","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"14 Apr","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, Decoding AI Magazine, Sorry for my last email., 14 Apr, I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Decoding AI Magazine","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Sorry for my last email. - I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Sorry for my last email.","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"14 Apr","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, Decoding AI Magazine, New thread from Paul Iusztin, 14 Apr, Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Decoding AI Magazine","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"💬 New thread from Paul Iusztin - Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"New thread from Paul Iusztin","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"14 Apr","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, Wait But Why, Marathon drawing week: livestreaming Tue, Wed, Thu, 14 Apr, Hey readers, A month ago, I had emailed to tell you that I was doing a “watch Tim do book drawings” livestream day. It was fun, as was a second one I did a few .","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Important according to Google magic.","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Wait But Why","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXLink","text":"Marathon drawing week: livestreaming Tue, Wed, Thu - Hey readers, A month ago, I had emailed to tell you that I was doing a “watch Tim do book drawings” livestream day. It was fun, as was a second one I did a few","depth":18,"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Marathon drawing week: livestreaming Tue, Wed, Thu","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"Hey readers, A month ago, I had emailed to tell you that I was doing a “watch Tim do book drawings” livestream day. It was fun, as was a second one I did a few","depth":21,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"14 Apr","depth":19,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXCheckBox","text":"unread, CircleCI Builds 2, [CircleCI] Workflow failed: jiminny / app on JY-18909-automated-reports-ask-jiminny, 14 Apr, app / build_accept_deploy jiminny / app 2026-04-14T09:46:50Z JY-18909-automated-reports-ask-jiminny #57242 Commit push by Lukas Kovalik (LakyLak) 42e3e90 Merge .","depth":18,"help_text":"","role_description":"checkbox","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXButton","text":"Not starred","depth":18,"help_text":"","role_description":"button","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXCheckBox","text":"Not important","depth":18,"help_text":"","role_description":"switch","subrole":"AXSwitch","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"CircleCI Builds","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"2","depth":20,"help_text":"","role_description":"text","subrole":"AXUnknown"}]...
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DXP4800PLUS-B5F8
Inbox (15) - [EMAIL] - Gmail
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Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
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Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
SQLite Web: db.sqlite
SQLite Web: db.sqlite
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unread, Google, Security alert, 08:21, A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help.
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Security alert - A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help
Security alert
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A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help
08:21
unread, daily.dev, Lukas, your personal update from daily.dev is ready, 08:01, Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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daily.dev
Lukas, your personal update from daily.dev is ready - Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Lukas, your personal update from daily.dev is ready
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Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
08:01
unread, GitHub, [GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15, 04:37, Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known.
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GitHub
[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15 - Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15
-
Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
04:37
unread, Booking.com, Important Booking.com Security Update, 14 Apr, .
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Booking.com
Important Booking.com Security Update -
Important Booking.com Security Update
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14 Apr
unread, GitHub, See your organization more clearly with advanced Copilot features and security assessments., 14 Apr, The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See.
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GitHub
See your organization more clearly with advanced Copilot features and security assessments. - The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See
See your organization more clearly with advanced Copilot features and security assessments.
-
The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See
14 Apr
unread, LinkedIn, Nikolay Yankov - Lead Software Developer reacted to this post: Today, we announce our Series…, 14 Apr, Today, we announce our Series… ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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LinkedIn
Nikolay Yankov - Lead Software Developer reacted to this post: Today, we announce our Series… - Today, we announce our Series… ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Nikolay Yankov - Lead Software Developer reacted to this post: Today, we announce our Series…
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Today, we announce our Series… ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, RescueTime, RescueTime Quarterly Update April 2026, 14 Apr, April 2026 Quarterly Review Quarterly Review See what's new... See what's new... We shipped a lot in Q1 this year. They might not all be flashy (although the new widgets certainly are!), but.
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RescueTime
RescueTime Quarterly Update April 2026 - April 2026 Quarterly Review Quarterly Review See what's new... See what's new... We shipped a lot in Q1 this year. They might not all be flashy (although the new widgets certainly are!), but
RescueTime Quarterly Update April 2026
-
April 2026 Quarterly Review Quarterly Review See what's new... See what's new... We shipped a lot in Q1 this year. They might not all be flashy (although the new widgets certainly are!), but
14 Apr
unread, Quora Suggested Spa., Would you remarry after a divorce?, 14 Apr, I have done this, and it is one of the biggest regrets of my life. Was … Relationship and Marriage Relationship and Marriage • 93K followers Let's solve all your relationship and marriage issues.
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Would you remarry after a divorce? - I have done this, and it is one of the biggest regrets of my life. Was … Relationship and Marriage Relationship and Marriage • 93K followers Let's solve all your relationship and marriage issues
Would you remarry after a divorce?
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I have done this, and it is one of the biggest regrets of my life. Was … Relationship and Marriage Relationship and Marriage • 93K followers Let's solve all your relationship and marriage issues
14 Apr
unread, CircleCI Builds 2, [CircleCI] Workflow canceled: jiminny / app on JY-18909-automated-reports-ask-jiminny, 14 Apr, app / build_accept_deploy jiminny / app 2026-04-14T11:57:08Z JY-18909-automated-reports-ask-jiminny #57255 Commit push by Lukas Kovalik (LakyLak) eb06888 JY-18909 modify send automated report command.
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CircleCI Builds
2
[CircleCI] Workflow canceled: jiminny / app on JY-18909-automated-reports-ask-jiminny - app / build_accept_deploy jiminny / app 2026-04-14T11:57:08Z JY-18909-automated-reports-ask-jiminny #57255 Commit push by Lukas Kovalik (LakyLak) eb06888 JY-18909 modify send automated report command
[CircleCI] Workflow canceled: jiminny / app on JY-18909-automated-reports-ask-jiminny
-
app / build_accept_deploy jiminny / app 2026-04-14T11:57:08Z JY-18909-automated-reports-ask-jiminny #57255 Commit push by Lukas Kovalik (LakyLak) eb06888 JY-18909 modify send automated report command
14 Apr
unread, Anthropic, PBC, Your receipt from Anthropic, PBC #2951-1320-2874, has attachment, 14 Apr, Your receipt from Anthropic, PBC #2951-1320-2874 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Anthropic, PBC
Your receipt from Anthropic, PBC #2951-1320-2874 - Your receipt from Anthropic, PBC #2951-1320-2874 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Your receipt from Anthropic, PBC #2951-1320-2874
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Your receipt from Anthropic, PBC #2951-1320-2874 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, NirDiama., coderabb. 3, [NirDiamant/GenAI_Agents] Update RAG Made Simple promotion pricing to $9.99 (PR #111), 14 Apr, Removes the now-stale "$0.99 launch price" messaging and updates the RAG Made Simple promotion to reflect its current steady-state price of $9.99 (free with Kindle Unlimited). The book.
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NirDiama.
,
coderabb.
3
[NirDiamant/GenAI_Agents] Update RAG Made Simple promotion pricing to $9.99 (PR #111) - Removes the now-stale "$0.99 launch price" messaging and updates the RAG Made Simple promotion to reflect its current steady-state price of $9.99 (free with Kindle Unlimited). The book
[NirDiamant/GenAI_Agents] Update RAG Made Simple promotion pricing to $9.99 (PR #111)
-
Removes the now-stale "$0.99 launch price" messaging and updates the RAG Made Simple promotion to reflect its current steady-state price of $9.99 (free with Kindle Unlimited). The book
14 Apr
unread, Decoding AI Magazine, Sorry for my last email., 14 Apr, I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Decoding AI Magazine
Sorry for my last email. - I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Sorry for my last email.
-
I shouldn't have automated scheduling my articles with Claude Code ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, Decoding AI Magazine, New thread from Paul Iusztin, 14 Apr, Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Decoding AI Magazine
💬 New thread from Paul Iusztin - Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
New thread from Paul Iusztin
-
Decoding AI Magazine subscriber chat͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
14 Apr
unread, Wait But Why, Marathon drawing week: livestreaming Tue, Wed, Thu, 14 Apr, Hey readers, A month ago, I had emailed to tell you that I was doing a “watch Tim do book drawings” livestream day. It was fun, as was a second one I did a few .
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Wait But Why
Marathon drawing week: livestreaming Tue, Wed, Thu - Hey readers, A month ago, I had emailed to tell you that I was doing a “watch Tim do book drawings” livestream day. It was fun, as was a second one I did a few
Marathon drawing week: livestreaming Tue, Wed, Thu
-
Hey readers, A month ago, I had emailed to tell you that I was doing a “watch Tim do book drawings” livestream day. It was fun, as was a second one I did a few
14 Apr
unread, CircleCI Builds 2, [CircleCI] Workflow failed: jiminny / app on JY-18909-automated-reports-ask-jiminny, 14 Apr, app / build_accept_deploy jiminny / app 2026-04-14T09:46:50Z JY-18909-automated-reports-ask-jiminny #57242 Commit push by Lukas Kovalik (LakyLak) 42e3e90 Merge .
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CircleCI Builds
2...
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2026-04-15T09:58:34.283141+00:00
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/Users/lukas/.screenpipe/data/data/2026-04-15/1776 /Users/lukas/.screenpipe/data/data/2026-04-15/1776247114283_m1.jpg...
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Inbox (16) - kovaliklukas@gmail.com - Gmail — Pers Inbox (16) - kovaliklukas@gmail.com - Gmail — Personal...
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True
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mail.google.com/mail/u/0/#inbox
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DXP4800PLUS-B5F8
Inbox (16) - [EMAIL] - Gmail
West DXP4800PLUS-B5F8
Inbox (16) - [EMAIL] - Gmail
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
| Senetic
| Senetic
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
SQLite Web: db.sqlite
SQLite Web: db.sqlite
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unread, Steam Support, Steam Account Verification, 12:58, Steam Hello balsamo84, Here is the code you need to change your Steam login credentials: DPM4Q If you are not trying to change your Steam login credentials from a computer located in Lovech, Bulgaria,.
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New
Steam Support
Steam Account Verification - Steam Hello balsamo84, Here is the code you need to change your Steam login credentials: DPM4Q If you are not trying to change your Steam login credentials from a computer located in Lovech, Bulgaria,
Steam Account Verification
-
Steam Hello balsamo84, Here is the code you need to change your Steam login credentials: DPM4Q If you are not trying to change your Steam login credentials from a computer located in Lovech, Bulgaria,
unread, Google, Security alert, 08:21, A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help.
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New
Google
Security alert - A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help
Security alert
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A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help
08:21
unread, daily.dev, Lukas, your personal update from daily.dev is ready, 08:01, Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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New
daily.dev
Lukas, your personal update from daily.dev is ready - Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Lukas, your personal update from daily.dev is ready
-
Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
08:01
unread, GitHub, [GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15, 04:37, Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known.
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New
GitHub
[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15 - Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15
-
Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
04:37
unread, Booking.com, Important Booking.com Security Update, 14 Apr, .
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New
Booking.com...
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-9171883464535172399
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click
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accessibility
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NULL
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DXP4800PLUS-B5F8
Inbox (16) - [EMAIL] - Gmail
West DXP4800PLUS-B5F8
Inbox (16) - [EMAIL] - Gmail
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
| Senetic
| Senetic
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
SQLite Web: db.sqlite
SQLite Web: db.sqlite
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unread, Steam Support, Steam Account Verification, 12:58, Steam Hello balsamo84, Here is the code you need to change your Steam login credentials: DPM4Q If you are not trying to change your Steam login credentials from a computer located in Lovech, Bulgaria,.
Not starred
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New
Steam Support
Steam Account Verification - Steam Hello balsamo84, Here is the code you need to change your Steam login credentials: DPM4Q If you are not trying to change your Steam login credentials from a computer located in Lovech, Bulgaria,
Steam Account Verification
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Steam Hello balsamo84, Here is the code you need to change your Steam login credentials: DPM4Q If you are not trying to change your Steam login credentials from a computer located in Lovech, Bulgaria,
unread, Google, Security alert, 08:21, A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help.
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08:21
unread, daily.dev, Lukas, your personal update from daily.dev is ready, 08:01, Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Lukas, your personal update from daily.dev is ready - Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Lukas, your personal update from daily.dev is ready
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Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
08:01
unread, GitHub, [GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15, 04:37, Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known.
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[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15 - Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15
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Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
04:37
unread, Booking.com, Important Booking.com Security Update, 14 Apr, .
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Booking.com...
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Inbox (16) - kovaliklukas@gmail.com - Gmail — Pers Inbox (16) - kovaliklukas@gmail.com - Gmail — Personal...
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mail.google.com/mail/u/0/#inbox
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DXP4800PLUS-B5F8
Inbox (16) - [EMAIL] - Gmail
West DXP4800PLUS-B5F8
Inbox (16) - [EMAIL] - Gmail
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
| Senetic
| Senetic
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
SQLite Web: db.sqlite
SQLite Web: db.sqlite
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unread, Steam Support, Steam Account Verification, 12:58, Steam Hello balsamo84, Here is the code you need to change your Steam login credentials: DPM4Q If you are not trying to change your Steam login credentials from a computer located in Lovech, Bulgaria,.
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Steam Account Verification - Steam Hello balsamo84, Here is the code you need to change your Steam login credentials: DPM4Q If you are not trying to change your Steam login credentials from a computer located in Lovech, Bulgaria,
Steam Account Verification
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Steam Hello balsamo84, Here is the code you need to change your Steam login credentials: DPM4Q If you are not trying to change your Steam login credentials from a computer located in Lovech, Bulgaria,
unread, Google, Security alert, 08:21, A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help.
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A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help
08:21
unread, daily.dev, Lukas, your personal update from daily.dev is ready, 08:01, Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Lukas, your personal update from daily.dev is ready - Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Lukas, your personal update from daily.dev is ready
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Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
08:01
unread, GitHub, [GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15, 04:37, Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known.
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[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15 - Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15
-
Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
04:37
unread, Booking.com, Important Booking.com Security Update, 14 Apr, .
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Important Booking.com Security Update -
Important Booking.com Security Update
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unread, GitHub, See your organization more clearly with advanced Copilot features and security assessments., 14 Apr, The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See.
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See your organization more clearly with advanced Copilot features and security assessments. - The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See
See your organization more clearly with advanced Copilot features and security assessments.
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The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See...
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If this was you, you don't need to do anything. If not, we'll help","depth":18,"bounds":{"left":0.353125,"top":0.17847222,"width":0.5761719,"height":0.013888889},"help_text":"","role_description":"link","subrole":"AXUnknown","is_enabled":true,"is_focused":false,"is_selected":false},{"role":"AXStaticText","text":"Security alert","depth":22,"bounds":{"left":0.353125,"top":0.17916666,"width":0.036328126,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"-","depth":22,"bounds":{"left":0.3894531,"top":0.17916666,"width":0.005078125,"height":0.013194445},"help_text":"","role_description":"text","subrole":"AXUnknown"},{"role":"AXStaticText","text":"A new sign-in on Apple iPhone kovaliklukas@gmail.com We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. 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Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
Western Digital Red Plus 3.5 6TB 5400rpm 256MB SATA3 (WD60EFPX) от 238,97 € (467,38 лв.) Вътрешен хард диск Western Digital - Pazaruvaj.com
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Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
Твърд диск, Western Digital Red 6TB Plus ( 3.5", 256MB, 5400
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unread, Steam Support, Steam Account Verification, 12:58, Steam Hello balsamo84, Here is the code you need to change your Steam login credentials: DPM4Q If you are not trying to change your Steam login credentials from a computer located in Lovech, Bulgaria,.
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Steam Hello balsamo84, Here is the code you need to change your Steam login credentials: DPM4Q If you are not trying to change your Steam login credentials from a computer located in Lovech, Bulgaria,
unread, Google, Security alert, 08:21, A new sign-in on Apple iPhone [EMAIL] We noticed a new sign-in to your Google Account on a Apple iPhone device. If this was you, you don't need to do anything. If not, we'll help.
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unread, daily.dev, Lukas, your personal update from daily.dev is ready, 08:01, Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏.
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Lukas, your personal update from daily.dev is ready
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Here's what developers in your topics are reading and bookmarking ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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unread, GitHub, [GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15, 04:37, Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known.
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[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15 - Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
[GitHub] Your Dependabot alerts for the week of Apr 8 - Apr 15
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Explore this week on GitHub GitHub security alert digest LakyLak's repository security updates from the week of Apr 8 - Apr 15 GameProject-ITTalents organization GameProject-ITTalents / Game Known
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unread, Booking.com, Important Booking.com Security Update, 14 Apr, .
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unread, GitHub, See your organization more clearly with advanced Copilot features and security assessments., 14 Apr, The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See.
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See your organization more clearly with advanced Copilot features and security assessments. - The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See
See your organization more clearly with advanced Copilot features and security assessments.
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The latest launches from GitHub. See what's new and how to get started. GitHub GitHub GitHub release round-up, April edition The latest launches from GitHub. See...
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Platform Team - Backlog - Jira
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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iTerm2ShellEditViewSessionScriptsProfilesWindowHelpla6lSupport Daily • in 4h 44 mDEV (-zsh)DOCKER₴81DEV (-zsh)882APP (-zsh)• *3create reportresult• find child result• get generate report payload with weekly frequency usesfull days• get generate report payload with monthly frequency uses full days• getgenerate reportpayload with quarterly frequency uses full days/ getgenerate report payload one off includescalls onfinal day• update result namesiscalled whencustom name changes• update result names is notcalled when custom name unchanged• update result names rollback to no custom name includes teamsec2-user@ip-10-30-...-zsh• 285-zsh86Symfony \Component \Process \Exception \ProcessSignaledExceptionTheprocess has been signaled with signal "9".at vendor/symfony/process/Process.php:473469470usleep(1000);471472→ 473474475476return Sthis->exitcode;477}if (Sthis->processInformation['signaled'] && Sthis->processInformation['termsig'] !== $this->latestSignal) {throw new ProcessSignaledException(Sthis);+15 vendor frames16artisan: 13Illuminate\Foundation \Application: :handleCommand(Object(Symfony\Component\Console\Input\ArgvInput))root@docker_lamp_1:/home/jiminny#What's next:Try Docker Debug for seamless, persistent debugging tools in any container or image → docker debug 007d5da3af66Learn more at [URL_WITH_CREDENTIALS] ~/jiminny/app (JY-18909-automated-reports-ask-jiminny) $ O100% 4-zsh®O &78Thu 16 Apr 10:16:52T81* Unable to acce...DEO x80.30s0.35s0.27s0.27s0.31s0.49s0.6650.45s0.62s...
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
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JY-20543 add AJ reports User pilot tracking by LakyLak · Pull Request #11932 · jiminny/app
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fix(security): composer dependency updates – 2026-04-15 by github-actions[bot] · Pull Request #11970 · jiminny/app
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New Tab
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Using Jiminny Mail with screen readers
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Transferring data from mail.google.com…...
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Workers | Datadog
HubSpot Login and Sign in
HubSpo Workers | Datadog
HubSpot Login and Sign in
HubSpot Login and Sign in
Jiminny Mail
Jiminny Mail
Close tab
New Tab
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Open Google Gemini (⌃X)
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Open history (⇧⌘H)
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If you're having trouble loading, visit the
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.
Skip to content
Skip to content
Using Jiminny Mail with screen readers
Using Jiminny Mail with screen readers
Main menu
Gmail
Search all conversations
Search all conversations
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Google Account: [EMAIL]
Google Account: [EMAIL]
Mail
Mail
Mail
Chat
Chat
Chat
Meet
Meet
Meet
Transferring data from mail.google.com…...
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