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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

Goiânia Accident

https://en.wikipedia.org/wiki/Goi%C3%A2nia_accident
1•isagues•52s ago•0 comments

Tyler Cowen: the future belongs to AI maniacs

https://www.thefp.com/p/tyler-cowen-ai-maniacs-future-economy
1•thoughtpeddler•2m ago•0 comments

Repeal of national park rule could impact drinking water for millions

https://www.courthousenews.com/repeal-of-national-park-rule-could-impact-drinking-water-for-milli...
1•geox•2m ago•0 comments

Things you didn't know about indexes

https://jon.chrt.dev/2026/04/15/things-you-didnt-know-about-indexes.html
1•thunderbong•3m ago•0 comments

Claude Code(Fable) refused my slow down instruction

https://qusaisuwan.github.io/cc-incident/index.html
1•qusaisuwan•5m ago•0 comments

VM Timekeeping: Using the PTP Hardware Clock on KVM

https://www.libertysys.com.au/2024/04/vm-timekeeping-using-the-ptp-hardware-clock-on-kvm/
1•randen•5m ago•0 comments

BigKeyRing – Physical Key Management

https://bigkeyring.com/
1•Kroopo•8m ago•0 comments

Avatoon – React Three Fiber component for audio-synced 3D avatar lip-sync

https://github.com/khaledalam/avatoon
1•KhaledAlam•9m ago•1 comments

A non-partisan map of how Congress votes and who donates

https://anaximander.us
1•Vavnik•10m ago•0 comments

The Birth of Prolog (1996)

https://dl.acm.org/doi/10.1145/234286.1057820
1•Jtsummers•11m ago•0 comments

The AI Codebase

https://swapnilchauhan.com/blog/the-ai-codebase/
1•swapxstar•12m ago•1 comments

How An Adolescent's Brain Reacts to Faces May Predict Their Social Future

https://www.ucdavis.edu/health/news/how-adolescents-brain-reacts-faces-may-predict-their-social-f...
1•gmays•15m ago•0 comments

PrimeTask – an offline-first workspace with local data and no subscription

https://www.primetask.app
1•vxvaptor•16m ago•0 comments

Using asteroid early orbital data for rapid Mars missions

https://www.sciencedirect.com/science/article/pii/S0094576526002456
1•andsoitis•17m ago•0 comments

The Isomorphic Labs Drug Design Engine unlocks a new frontier beyond AlphaFold

https://www.isomorphiclabs.com/articles/the-isomorphic-labs-drug-design-engine-unlocks-a-new-fron...
2•andsoitis•18m ago•0 comments

The Largest Vocabulary in Hip Hop (2017)

https://pudding.cool/2017/02/vocabulary/index.html
1•cdrnsf•18m ago•0 comments

Show HN: Qwen3.6-35B-A3B on a 16 GB M1 Pro with SSD-streamed MoE

https://github.com/andreaborio/ds4
1•andreaborio•25m ago•0 comments

NASA Taps SpaceX's Starlink to Deliver Artemis III Imagery from Orion

https://www.nasa.gov/blogs/missions/2026/07/16/nasa-taps-spacexs-starlink-to-deliver-artemis-iii-...
4•connicpu•27m ago•0 comments

Maybe dark energy doesn't need to exist after all

https://www.ucdavis.edu/blog/taking-dark-energy-out-equation
2•gumby•27m ago•0 comments

'See the whole world in lichens,' the marvels that grow anywhere

https://www.seattletimes.com/pacific-nw-magazine/see-the-whole-world-in-lichens-the-marvels-that-...
2•cainxinth•28m ago•0 comments

What a Monopoly importer learned when it tried to make things in the USA

https://www.npr.org/2026/07/12/nx-s1-5887378/monopoly-tariffs-china-manufacturing-made-inusa
3•hhs•30m ago•0 comments

Brazilian scientist propose a "shortcut" to Mars in just 7 months

https://en.clickpetroleoegas.com.br/brazilian-scientist-uses-asteroid-data-and-artificial-intelli...
1•evo_9•30m ago•1 comments

Plumbing Homebrew into the Vulnerability Ecosystem

https://nesbitt.io/2026/07/17/plumbing-homebrew-into-the-vulnerability-ecosystem.html
1•chmaynard•31m ago•0 comments

HanToggle – Toggle selected Chinese text between Simplified and Traditional

https://github.com/minorole/HanToggle
1•minorole•31m ago•1 comments

What Early Hackers Understood That We've Forgotten [video]

https://www.youtube.com/watch?v=XHeMsXDyw2A
1•phenrys•31m ago•0 comments

What is a bio-metal? Exploring the metallic mystery of an ancient maw

https://publishing.aip.org/publications/latest-content/what-is-a-bio-metal-exploring-the-metallic...
2•hhs•33m ago•0 comments

What have note-taking PKMs accomplished, really?

https://brennan.day/what-have-note-taking-pkms-accomplished-really/
1•ExMachina73•35m ago•0 comments

LG monitors installing adware on Windows PCs

https://www.techradar.com/televisions/lgs-gaming-monitors-and-tvs-are-facing-a-user-revolt
8•0xC0ncord•36m ago•4 comments

Problematic Social Media Use and ADHD Symptoms in Adolescents

https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2851740?guestAccessKey=9298d7c8-e27e...
1•bookofjoe•38m ago•0 comments

Sensing warm and cool: how the body detects temperature changes

https://news.uq.edu.au/2026-07-sensing-warm-and-cool-how-body-detects-temperature-changes
2•hhs•39m ago•0 comments