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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•1y ago

Comments

anuragdt•1y 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•1y 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•1y 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

Are big problems more difficult to solve?

https://paulitaylor.com/2026/09/11/are-big-problems-really-more-difficult-to-solve/
1•andsoitis•10m ago•0 comments

National Broadcasting Corporation

https://s1archive.substack.com/p/m-and-a-crown-jewels-nbc
1•aubreygraham•11m ago•1 comments

Intrinsic and Fundamental stock analysis – new platfrom

https://intrinsica.io/
1•Intrinsicaio•13m ago•0 comments

OpenBSD top(1) adds flag to show chroot, pledge and unveil status

https://undeadly.org/cgi?action=article;sid=20261106104957
2•birdculture•13m ago•0 comments

Richard Sutton: "Brute force computation is not enough for intelligence."

https://twitter.com/RichardSSutton/status/2119142310894334262
2•invalidOrTaken•14m ago•0 comments

Enthusiast abandons self-hosted MS Exchange after 27 years, for Microsoft 365

https://www.tomshardware.com/software/enthusiast-abandons-self-hosted-microsoft-exchange-after-27...
2•rbanffy•15m ago•0 comments

ASRock Rack DMRD16-2L+ Spotted with 16 DDR5 Slots for Diamond Rapids

https://www.servethehome.com/asrock-rack-dmrd16-2l-plus-diamond-rapids-ocp-summit-2026/
1•rbanffy•18m ago•0 comments

Why Did She Rack Up $40k in Parking Tickets? Fill in the ______

https://www.nytimes.com/2026/11/07/nyregion/nyc-parking-violations.html
2•sega_sai•19m ago•1 comments

A RISC-V Based Trusted Environment with AMD Zen 6 CPUs

https://www.phoronix.com/news/AMD-Zen-6-TEE-RISC-V-Based
1•rbanffy•24m ago•0 comments

Backglow: Full control of your MacBook PROLED XDR logo light

https://backglow.app/
1•notfried•24m ago•0 comments

Towards understanding score-seeking in LLMs

https://www.lesswrong.com/posts/CDMozTX7ShiqbFLrf/towards-understanding-score-seeking-in-llms-1
2•eatitraw•25m ago•0 comments

Smart Glasses for the Blind

https://agiga.ai/
1•measurablefunc•25m ago•1 comments

New abstraction level in software developing

https://codechroma.dev/
1•DmitriiUshakov•29m ago•1 comments

Can Self-Hosting Be Simple?

https://tedium.co/2026/08/26/self-hosting-third-place-strategy/
2•andsoitis•30m ago•1 comments

Justice: What's the right thing to do? [video]

https://www.youtube.com/watch?v=kBdfcR-8hEY
1•eamag•30m ago•0 comments

Ask HN What to learn for AI Researcher interview?

https://github.com/sergey-kurshev/AiPrepLab
1•skrushev•30m ago•1 comments

Cursed Napster

https://tedium.co/2026/09/21/napster-ai-pivot/
3•andsoitis•30m ago•0 comments

Show HN: Models[.]Dev Index on a Globe

https://modex.aunai.org/
2•omerasifdevops•31m ago•0 comments

Choice of Agonies [pdf]

https://freebsdfoundation.org/wp-content/uploads/2026/09/FreeBSDJournal.2026.Fall_.Lucas_.Letters...
1•jruohonen•34m ago•0 comments

Ask HN: How do you keep track of the articles, papers and videos you save?

3•Cenga387•35m ago•6 comments

The brain-body gap explanation for obesity

https://greyenlightenment.com/2026/10/29/the-brain-body-gap-explanation-for-obesity/
2•paulpauper•35m ago•0 comments

Show HN: R-eyesy: robo eyes that live on an old phone or a browser tab

https://wispplayer.com/reyesy/
2•Serg75•36m ago•0 comments

Halo: Combat Evolved in the Browser

https://opencommunityedition.com/
2•MrBruh•37m ago•1 comments

Show HN: NLP capabilities of Opus, Astra, Argon measured by Codenames skills

https://wordspies.com/hn
1•daluan•37m ago•1 comments

Show HN: Browser extension shows where to buy current domain name

https://domdb.com/tools/browser-extension
1•timbowhite•40m ago•0 comments

Ex-PlayStation boss says "true innovation" would be making a $300 console again

https://www.gamesradar.com/platforms/playstation/ps6-doesnt-need-more-power-ex-playstation-boss-s...
4•haunter•42m ago•0 comments

Write your own Wayland compositor: Rendering windows

https://nekidev.github.io/2026/11/07/1-welcome-to-wlroots-part-3.html
2•nyeki•42m ago•0 comments

Show HN: An offline desktop companion to help maintain a healthy blink rhythm

https://eyesrhythm.com/
6•prnysoni•47m ago•0 comments

Billion Watts in the Speaker [video]

https://www.youtube.com/watch?v=PHOcTXYaMfg
2•Element_•49m ago•0 comments

Learning in a World of Notes

https://engram.com/blog/learning-in-a-world-of-notes
1•cat-whisperer•49m ago•0 comments