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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

Learning to Replicate Expert Judgment in Financial Tasks

https://thinkingmachines.ai/news/learning-to-replicate-expert-judgment-in-financial-tasks/
1•Anon84•1m ago•0 comments

Meta launches vibe-coded gaming app Pocket

https://techcrunch.com/2026/07/02/meta-quietly-launches-vibe-coded-gaming-app-pocket/
1•bushwart•1m ago•0 comments

I'm 15 and I built an app that refuses to guilt‑trip you

https://xenith.life
1•CodeByBryant•4m ago•0 comments

Small Molecules Have More Information per Atom Than Biologics

https://corinwagen.github.io/public/blog/20260701_information_content.html
1•sebg•6m ago•0 comments

Linux kernel developers discuss dropping AI attribution tags

https://www.phoronix.com/news/Linux-AI-Attribution-Again
1•logickkk1•6m ago•0 comments

How Statisticians Split a Bill

https://dmvaldman.github.io/tablestakes/
1•dmvaldman•6m ago•0 comments

Ask HN: How to host my website for cheap?

1•kapitanjakc•13m ago•2 comments

OCaml 5.5 Released

https://discuss.ocaml.org/t/ocaml-5-5-0-released/18265
1•lambda_foo•13m ago•0 comments

Empirical Computation: Prompting versus Programming [pdf]

https://mboehme.github.io/paper/ASE26-empirical.pdf
1•matt_d•15m ago•0 comments

Top 'Suicide Squad' Developers Say Flop Made Them Not Want to Make Games Anymore

https://www.bloomberg.com/news/newsletters/2026-07-02/top-suicide-squad-developers-say-flop-made-...
1•healsdata•19m ago•0 comments

Hackers shoveled snow for company, were rewarded with network admin access

https://www.theregister.com/security/2026/07/02/hackers-shoveled-snow-for-company-were-rewarded-w...
1•kristianc•21m ago•0 comments

FDA allows Philip Morris to market Zyn as less harmful than cigarettes

https://www.reuters.com/business/healthcare-pharmaceuticals/fda-allow-zyn-market-nicotine-pouches...
1•bushwart•22m ago•0 comments

Show HN: Fonts.Free

https://fonts.free/
1•nadermx•23m ago•0 comments

Copy of US Declaration of Independence found by volunteer in UK archives

https://www.theguardian.com/uk-news/2026/jul/03/vanishingly-rare-copy-us-declaration-independence...
2•bloat•24m ago•0 comments

The $1.3M theft that exposed AI's blind spot

https://thenewstack.io/ai-infrastructure-cargo-theft/
3•healsdata•25m ago•0 comments

Crimson Cloak iSH iOS Wrapper with RealTime Dashboard

https://github.com/synchancybersecurity/Crimson-Cloak-ISH-wrapper-iOS-
1•SynChancyber•28m ago•0 comments

Wagering on Wildfires? There's a New Prediction Market for That

https://gizmodo.com/wagering-on-wildfires-theres-a-new-prediction-market-for-that-2000779594
2•engineermore•32m ago•1 comments

We Ran a Complex Task – A LangChain Repo Analysis with Claude Fable Models

https://ctrlnode.ai/news/fable-claude-model-audit-experiment/
1•ctrlnode-ai•39m ago•0 comments

crustc: entirety of `rustc`, translated to C

https://github.com/FractalFir/crustc
39•Philpax•43m ago•3 comments

The Intercept lost control of its Signal-based tip line for months

https://twitter.com/ryangrim/status/2072761908231585845
7•bhouston•45m ago•0 comments

Show HN: GeoSpoof – your VPN hides your IP, but the browser leaks your location

https://geospoof.com/
4•sgro•47m ago•0 comments

Why Did Goose Die Ejecting in Top Gun, but Maverick Didn't in Top Gun Maverick [video]

https://www.youtube.com/watch?v=Gj3r_aKo2bA
2•fortran77•48m ago•0 comments

Sous-Chef, a Claude Code plugin where Fable reviews, Codex implements

https://github.com/tomascupr/sous-chef
1•tomcupr•49m ago•0 comments

FBI Seizes NetNut Proxy Platform, Popa Botnet

https://krebsonsecurity.com/2026/07/fbi-seizes-netnut-proxy-platform-popa-botnet/
3•k1m•52m ago•2 comments

How America Celebrated Its Previous Big Birthday in 1976

https://www.wsj.com/us-news/how-america-celebrated-1976-b0f2b9d1
2•fortran77•53m ago•0 comments

The LLVM Compiler Infrastructure

https://cacm.acm.org/federal-funding-of-academic-research/the-llvm-compiler-infrastructure/
2•sohkamyung•53m ago•0 comments

TV Time is shutting down in a couple of weeks

https://www.neowin.net/news/tv-time-is-shutting-down-in-a-couple-of-weeks/
2•bundie•53m ago•0 comments

Ask HN: What if we provided support for AI guidelines at the kernel level?

1•PJHkorea•55m ago•1 comments

Show HN: Gist Discover – TikTok for ArXiv Summaries

https://gist.is/discover
1•MediaSquirrel•55m ago•0 comments

Mystery identity of 'Green Boots' climber is finally solved after DNA test

https://www.dailymail.com/news/article-15943905/Mystery-identity-Green-Boots-climber-macabre-land...
10•FireBeyond•56m ago•0 comments