Senior Full-Stack Developer and a Community Curator on DEV!
"α΄ κ±α΄α΄α΄α΄Κ κ±α΄α΄ Ι΄α΄α΄ α΄Κ α΄α΄α΄ α΄ α΄ κ±α΄ΙͺΚΚα΄α΄ κ±α΄ΙͺΚα΄Κ" - κ°Κα΄Ι΄α΄ΚΙͺΙ΄ α΄ . Κα΄α΄κ±α΄α΄ α΄Κα΄
AI testing storyteller. Writing the 36 Stratagems series β ancient Chinese military tactics meet modern AI system meltdowns. 16yr QA β building AI test framework.
AI & Data Science student working at the intersection of AI reliability, model safety, agentic AI, and production engineering. Writing about the ideas, challenges, and systems behind trustworthy AI.
AI testing storyteller. Writing the 36 Stratagems series β ancient Chinese military tactics meet modern AI system meltdowns. 16yr QA β building AI test framework.
Iβm so excited! Itβs been half a year on dev.to, and this is my very first time making it into the weekly featured posts. ππHuge thanks to the Dev team for the support, and to every reader whoβs been with me! Also congratulations to the other six authors on the list.π @p0rt, @deborahemeni1, @highflyer910, @pinxiongcn, @martinsos,@ayush_singh_9b0d83152be5b
AI & Data Science student working at the intersection of AI reliability, model safety, agentic AI, and production engineering. Writing about the ideas, challenges, and systems behind trustworthy AI.
Thank you so much Jem and the dev team for featuring my post in the top 7 π This is actually the second week in a row so now it's a little streak going on and honestly it made my day.
And huge congrats to the other six authors on the list @xulingfeng, @p0rt, @deborahemeni1, @highflyer910, @pinxiongcn and @martinsos. Really good work, everybody ππ.
AI testing storyteller. Writing the 36 Stratagems series β ancient Chinese military tactics meet modern AI system meltdowns. 16yr QA β building AI test framework.
AI & Data Science student working at the intersection of AI reliability, model safety, agentic AI, and production engineering. Writing about the ideas, challenges, and systems behind trustworthy AI.
Full-stack developer focused on crafting clean, fast, and scalable web products. I love working with Next.js, React, and Tailwind to build modern, user-friendly experiences.
Location
India
Education
Background in English Literature, self-taught coder through courses, books, and hands-on practice.
Pronouns
Lover of clean UI, simple design, and coding workflows that save time for everyone.
Work
Building clean, scalable web solutions that speed up development and simplify design.
AI testing storyteller. Writing the 36 Stratagems series β ancient Chinese military tactics meet modern AI system meltdowns. 16yr QA β building AI test framework.
Solo developer building practical CLI tools for Linux auditing and B2B data extraction. Creator of Vaultcheck and NPILift. I write about silent failures, false green lights, and infrastructure reliabi
The count and the thread ship in the same response, so a page that shows two comments and no comments is either a stale edge copy or a hydration failure -- not an empty thread. Two commands separate them: curl -sI | grep -iE '^(age|x-cache)' -- on this post I got X-Cache: MISS, HIT with Age: 19 at 09:08 CST -- against curl -s dev.to/api/comments?a_id=5006280 | jq length, which returns 6 and matches the six id_codes embedded in the page HTML. High age with a higher API count means you read an old copy; age near zero with the same count means the thread never mounted in your browser.
AI testing storyteller. Writing the 36 Stratagems series β ancient Chinese military tactics meet modern AI system meltdowns. 16yr QA β building AI test framework.
Congrats @xulingfeng,@p0rt, @deborahemeni1, @highflyer910, @pinxiongcn, @martinsos, and @ayush_singh_9b0d83152be5b!
Well done and good work. Good work @xulingfeng seeing you on TOP 7 :D
πHahaha,my first top7! Thankyouπ
Thank Youπ
Iβm so excited! Itβs been half a year on dev.to, and this is my very first time making it into the weekly featured posts. ππHuge thanks to the Dev team for the support, and to every reader whoβs been with me! Also congratulations to the other six authors on the list.π
@p0rt, @deborahemeni1, @highflyer910, @pinxiongcn, @martinsos,@ayush_singh_9b0d83152be5b
Thank you so much Jem and the dev team for featuring my post in the top 7 π This is actually the second week in a row so now it's a little streak going on and honestly it made my day.
And huge congrats to the other six authors on the list @xulingfeng, @p0rt, @deborahemeni1, @highflyer910, @pinxiongcn and @martinsos. Really good work, everybody ππ.
Wow, a two-week streak! Thatβs awesome. Congrats to you too, and itβs such a pleasure to be featured alongside you π
Thank you so much π The pleasure is all mine, really enjoyed being on the list with you.
Huge congratulations to everyone featured this week! ππ
@xulingfeng,@p0rt, @deborahemeni1, @highflyer910, @pinxiongcn, @martinsos, and @ayush_singh_9b0d83152be5b!
πThankyou!!!
Why can't I see any comments on this post on the link, but there are already 2 comments here
The count and the thread ship in the same response, so a page that shows two comments and no comments is either a stale edge copy or a hydration failure -- not an empty thread. Two commands separate them: curl -sI | grep -iE '^(age|x-cache)' -- on this post I got X-Cache: MISS, HIT with Age: 19 at 09:08 CST -- against curl -s dev.to/api/comments?a_id=5006280 | jq length, which returns 6 and matches the six id_codes embedded in the page HTML. High age with a higher API count means you read an old copy; age near zero with the same count means the thread never mounted in your browser.
nice writeup, the byte counting part hit home for me too
Congrats πππ»@p0rt @deborahemeni1
@highflyer910 @pinxiongcn @martinsos @ayush_singh_9b0d83152be5b β€οΈ
@xulingfeng congratulations ππ» π β€οΈπ
πThankyou,hahaha