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Ask HN: New employeer not providing equipment

1•gl9•1m ago•0 comments

Protocol Prying: Vulnerability Research in AirDrop and Quick Share

https://arxiv.org/abs/2606.26967
1•logickkk1•5m ago•0 comments

Providence AI

https://providenceai.app
1•j_anderssen•6m ago•0 comments

Rare things become common at scale (2014)

https://longform.asmartbear.com/scale-rare/
2•Tomte•6m ago•0 comments

Show HN: Grade your code's post-quantum crypto exposure A–F, free, in-browser

https://throndar.ai/cbom
1•algo26•6m ago•0 comments

Bitpoint: Turn a directory of Python files into HTTP endpoints

https://github.com/tanrax/bitpoint
1•andros•7m ago•0 comments

Build some capacity to be alone

https://felipevanbeetz.substack.com/p/build-some-capacity-to-be-alone
1•felipevb•10m ago•0 comments

Trees are mostly made of air and a generalizable lesson for AI safety

https://www.lesswrong.com/posts/xiTBpBDwubnr4MLRe/trees-are-mostly-made-of-air-and-a-generalizabl...
1•paulpauper•11m ago•0 comments

A Twist in This Year's Strangest Literary AI Scandal

https://www.theatlantic.com/technology/2026/07/commonwealth-prize-ai-writing-jamir-nazir/687806/
1•paulpauper•12m ago•0 comments

What I Learned from ROTC

https://www.theatlantic.com/ideas/2026/07/army-military-service-training-lessons/687589/
1•paulpauper•13m ago•0 comments

The Medici effect: multidisciplinary insights for entrepreneurship research

https://www.emerald.com/neje/article/27/1/2/1231319
1•bookofjoe•16m ago•0 comments

Show HN: TeXposit – LaTeX and Markdown Editor

https://texposit.com/
1•danielszabo•16m ago•0 comments

Speck v1.0 – AI spec-driven agents, inspired by compilers and build tools

https://crates.io/crates/speck-dev
1•gidellav•16m ago•0 comments

Speck – AI spec-driven agents, inspired by compilers and build tools

https://github.com/gi-dellav/speck/tree/main
1•gidellav•17m ago•0 comments

Thundersnap 0.01: an undo button for everything

https://apenwarr.ca/log/20260704
1•yorwba•19m ago•0 comments

Ford rehires human engineers after AI fails to match quality checks

https://www.bbc.com/news/articles/cgrkd41n2v9o
1•jack1689•20m ago•0 comments

Testing Bitbake on Yocto 6.0.1 (Wrynose) LTS

https://inavoyage.blogspot.com/2026/07/testing-bitbake-on-yocto-601-wrynose-lts.html
1•initramfs•25m ago•0 comments

Possible evidence of literal prompt injection by Anthropic

https://old.reddit.com/r/LocalLLaMA/comments/1unif51/possible_evidence_of_literal_prompt_injectio...
1•theanonymousone•26m ago•0 comments

Skatt: How Tax Becomes Treasure in Sweden

https://quantshah.substack.com/p/skatt-how-tax-becomes-treasure-in
4•hibijibies•27m ago•0 comments

Getting started with zerostack, a Unix-like lightweight coding agent

https://github.com/gi-dellav/zerostack/blob/main/docs/GET_STARTED.md
2•gidellav•27m ago•0 comments

Better Models: Worse Tools

https://lucumr.pocoo.org/2026/7/4/better-models-worse-tools/
4•leemoore•27m ago•0 comments

A benchmark revealing an average memory-retrieval accuracy of 9%

https://zendoric.com/en/dia/2026-06-30/11
4•jflynt76•28m ago•0 comments

How AI is changing language

https://www.theguardian.com/books/ng-interactive/2026/jul/04/future-of-fiction-next-great-novel-a...
1•mellosouls•30m ago•0 comments

I built a environment reloader for Windows Shells

1•byjonas•30m ago•0 comments

Spotify Skip Tracker – Open-source Spotify analytics with skip tracking

https://github.com/Ulbjo/Spotify-Skip-tracker
1•Ulbjo•32m ago•0 comments

Conquest Impulse and Aesthetic Impulse

https://www.bitsofwonder.co/p/the-ordinary-and-the-special
1•jger15•32m ago•0 comments

Why Linux is not ready for the desktop (2024)

https://itvision.altervista.org/why.linux.is.not.ready.for.the.desktop.final.html
2•theanonymousone•33m ago•0 comments

Retrieval is not the future of AI – if it was, Google would have won already

1•lamprouge•35m ago•0 comments

Two new experimental MELPA channels

https://emacsair.me/2026/07/03/melpa-channels/
1•Amorymeltzer•39m ago•0 comments

Why I built gsx instead of just templ

https://jackieli.dev/posts/why-i-built-gsx/
1•jackielii•40m ago•0 comments
Open in hackernews

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