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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo ago
Generating tests is good, but how to handle the updating tests? Also how will you handle the flakiness and side effects of AI models?
siddhant_mohan•7mo ago
We handles flakiness with retries, smart waits, and isolation, while side effects are avoided using clean setups, teardowns, and state-safe mocks. Each tests scenarios are independent of each other and can be configured in a way to have prerequisite to setup the system and the post callback to cleanup the system

About updating test scenarios, we map it with your github commits and when a new commits come, we use the diff to figure out if tests failing are because of a bug or because of a new feature.

kshitijzeoauto•7mo ago
It claims to plug into your CI pipeline, detect what changed, and generate relevant test cases using LLMs.

As someone who’s struggled with stale or missing tests—especially in fast-moving codebases—I find this idea quite compelling. But I’m also curious about how it handles:

Contextual understanding across large codebases (e.g., multiple modules touched in a PR) Avoiding flaky or non-deterministic tests Matching team-specific coding styles or conventions

Show HN: NannyCam – A Baby Monitor App That Works Online or Offline

https://play.google.com/store/apps/details?id=com.nannycam.monitor.baby
1•idish•38s ago•0 comments

Apple will not let me join the Developer Program – and will not say why

https://blog.kulman.sk/apple-developer-program/
2•ingve•3m ago•0 comments

Zig quits GitHub, says Microsoft's AI obsession has ruined the service

https://www.theregister.com/2025/12/02/zig_quits_github_microsoft_ai_obsession/
2•Brajeshwar•3m ago•0 comments

Indian government reveals GPS spoofing at eight major airports

https://www.theregister.com/2025/12/03/india_gps_spoofing/
1•Brajeshwar•4m ago•0 comments

San Francisco sues food giants over ultra-processed products

https://www.theguardian.com/society/2025/dec/02/ultra-processed-foods-lawsuit-san-francisco
2•vinni2•4m ago•1 comments

General Parser Combinators in Racket (2012)

https://epsil.github.io/gll/
1•swatson741•6m ago•0 comments

EngineAI T800: Born to Disrupt

https://twitter.com/engineairobot/status/1995801607481819518
1•kfarr•6m ago•0 comments

Show HN: I stumbled on a free AI photo enhancer – surprisingly good results

https://aienhancer.ai/
2•passioner•7m ago•0 comments

Accepting US car standards would risk European lives

https://etsc.eu/accepting-us-car-standards-would-risk-european-lives-warn-cities-and-civil-society/
4•saubeidl•14m ago•0 comments

Zhuque-3 reaches orbit on test flight, first stage lost during landing attempt

https://spacenews.com/zhuque-3-reaches-orbit-on-test-flight-first-stage-lost-during-landing-attempt/
3•perihelions•17m ago•0 comments

Show HN: I built a privacy-first UK tax calculator

https://salarysacrificecalculator.org
2•tancky777•24m ago•0 comments

Claude Code on Desktop

https://code.claude.com/docs/en/desktop
1•ecares•25m ago•0 comments

AI receptionist, look for GTM cofounder

https://callpal.com
1•franklin_yao•30m ago•1 comments

Show HN: An AI environment to understand sources or topics

https://www.kerns.ai/
1•kanodiaayush•31m ago•0 comments

Monument Valley Blog

https://monumentvalley.blog/
1•Nancy1230•31m ago•0 comments

Google OCS Apollo: The >$3B Game-Changer in Datacenter Networking (2023)

https://newsletter.semianalysis.com/p/google-apollo-the-3-billion-game
1•smj-edison•34m ago•0 comments

Collagen amino acid composition supplementation reduces biological age in humans

https://www.nature.com/articles/s41514-025-00280-7
2•walterbell•35m ago•0 comments

ChatGPT's Biggest Foe: Poetry

https://nautil.us/chatgpts-biggest-foe-poetry-1252100/
5•billybuckwheat•37m ago•0 comments

Search for Malaysia Airlines flight MH370 to resume

https://www.theguardian.com/world/2025/dec/03/search-for-malaysia-airline-flight-mh370-to-resume-...
4•n1b0m•38m ago•0 comments

China's first orbital booster landing attempt

https://visitor.passport.weibo.cn/visitor/visitor?entry=sinawap&a=enter&url=https%3A%2F%2Fm.weibo...
4•nkoren•41m ago•1 comments

Apple Aperture: Senior QA (2004-2005)

https://substack.techreflect.org/p/aperture-senior-qa-2004-2005
2•Austin_Conlon•41m ago•0 comments

AI's Missing UI

https://www.fujimon.com/blog/missing-ui
3•yuyafujimoto•45m ago•1 comments

RFC-8927: JSON Type Definition

https://datatracker.ietf.org/doc/html/rfc8927
1•rapnie•48m ago•0 comments

Why are Transformers replacing CNNs? [video]

https://www.youtube.com/watch?v=KnCRTP11p5U
1•chii•48m ago•0 comments

GitHub Trending Page Stuck for a Month

https://github.com/orgs/community/discussions/179946
4•keksis_leo•1h ago•0 comments

Ask HN: Vibe Coded Apps in Production

1•rajeshrajappan•1h ago•2 comments

Easy way bulk process color pairs for wcag a11y compliance

https://stackoverflow.com/questions/53639685/color-contrast-accessibility-checker
1•lalithaar•1h ago•0 comments

AI Monetization: Turn user ideas into shared IP via AI+Human screening

https://medium.com/@zaranur848/a-new-monetization-pathway-for-ai-platforms-using-multi-layer-ai-e...
1•haizei•1h ago•0 comments

How Can Interpretability Researchers Help AGI Go Well?

https://www.alignmentforum.org/posts/MnkeepcGirnJn736j/how-can-interpretability-researchers-help-...
1•gmays•1h ago•0 comments

Researchers Find Microbe Capable of Producing Oxygen from Martian Soil

https://scienceclock.com/microbe-that-could-turn-martian-dust-into-oxygen/
1•ashishgupta2209•1h ago•1 comments