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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

No, local models will not win

https://www.seangoedecke.com/local-models-will-not-win/
1•m0rde•3m ago•0 comments

Chicken Scheme 6.0 Released

https://code.call-cc.org/releases/6.0.0/NEWS
1•eatonphil•4m ago•0 comments

Estimating Branch Probabilities

https://maskray.me/blog/2026-08-09-estimating-branch-probabilities?from_theconsensus=1
1•eatonphil•5m ago•0 comments

Vibebin – code and host with incus containers on your VPS/server

https://GitHub.com/jgbrwn/vibebin
1•indigodaddy•8m ago•0 comments

Tell HN: I Bought a Pocket Notebook

1•Iuz•8m ago•0 comments

The Roboguard Revolution Is Short-Circuiting

https://www.proofnews.org/the-roboguard-revolution-is-short-circuiting/
1•DeepLogin•9m ago•0 comments

Locating a livestreamers geolocation via background noise [video]

https://www.youtube.com/watch?v=SnbkIm56TfI
1•SpyCoder77•10m ago•0 comments

Training AI to Govern for Us

https://freesystems.substack.com/p/training-ai-to-govern-for-us
2•mitchbob•11m ago•0 comments

ICE to Pay LexisNexis Millions for Data to Feed to Palantir

https://www.404media.co/ice-to-pay-lexisnexis-millions-for-data-to-feed-to-palantir/
3•cdrnsf•11m ago•0 comments

Canopy: Grade any website's health in 4 seconds

https://canopystack.dev/
1•jjraxx•12m ago•0 comments

The AI Slop Backlash Is Having an Impact

https://www.wired.com/story/the-ai-slop-backlash-is-actually-having-an-impact/
3•ripe•18m ago•0 comments

Apple Reference Image: authenticate that a photo came from an iPhone camera

https://9to5mac.com/2026/08/10/apple-is-working-on-a-way-to-authenticate-that-a-photo-came-from-a...
2•Barbing•20m ago•0 comments

The End of MacSurf

https://www.patreon.com/posts/166335760
5•mplsllc•23m ago•0 comments

Unifying Workers AI and AI Gateway into a Single AI Control Plane

https://blog.cloudflare.com/workers-ai-gateway-unification/
1•c_f_•26m ago•0 comments

The Closure of the Internet

https://arctotherium.substack.com/p/the-closure-of-the-internet
2•iamnothere•27m ago•0 comments

"Remaining Awake Through a Great Revolution" Commencement Address (1959)

https://kinginstitute.stanford.edu/king-papers/documents/remaining-awake-through-great-revolution...
2•mooreds•35m ago•0 comments

SNAP's New Rules Make Eligible Families Go Hungry [audio]

https://omny.fm/shows/platypus-economics/how-snaps-new-rules-make-eligible-families-go-hungry-the...
1•mooreds•35m ago•0 comments

The Beer Drinker's Guide to XAA

https://thesaml.substack.com/p/the-beer-drinkers-guide-to-xaa
2•mooreds•36m ago•0 comments

Conviction

https://kennethnym.com/blog/conviction/
2•polyphilz•38m ago•0 comments

Nothing failed. That's why no one caught it.

https://miralume.dev/the-architect/nothing-failed
2•Jernesstar•39m ago•0 comments

Expected Log-Return as a Risk Control

https://win-vector.com/2026/08/10/expected-log-return-as-a-risk-control/
1•jmount•40m ago•0 comments

The UK's War on Anonymity Has Come to America

https://www.effort.news/uk-lobby
5•slowin•42m ago•0 comments

Media Offenders

https://www.whitehouse.gov/mediabias/
9•cocacola1•46m ago•3 comments

Bonestell Gallery

https://www.bonestellgallery.com/
2•rienbdj•47m ago•0 comments

People don't hate AI because of Zuck. They hate the version TechCrunch sells

https://runtimewire.com/article/people-don-t-hate-ai-because-of-zuckerberg-they-hate-the-version-...
2•ryanmerket•48m ago•1 comments

Théâtrophone: Proto-Spotify, 140 years ago

https://en.wikipedia.org/wiki/Th%C3%A9%C3%A2trophone
2•chtefi•50m ago•0 comments

Multi-agent version control with reactive feedback

https://lexifina.com/blog/adding-a-multi-agent-write-lock
1•alansaber•52m ago•0 comments

The Field Is Optional. The Death Threats Were Not

https://canartuc.medium.com/the-field-is-optional-the-death-threats-were-not-1e2f1f0ce772
2•andsoitis•54m ago•0 comments

Optimizing GEMM and Activation on CDNA4 with TLX

https://www.amd.com/en/developer/resources/technical-articles/2026/optimizing-gemm-with-tlx.html
1•matt_d•55m ago•0 comments

Show HN: Basht – A bash shell that handles multitasking better

https://github.com/samiam95124/basht
1•samiam95124•55m ago•4 comments