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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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

New stealth model on OpenRouter: Pony Alpha

https://openrouter.ai/openrouter/pony-alpha
1•Alifatisk•2m ago•0 comments

Making robots useful and affordable will need better motors

https://www.bbc.com/news/articles/c5y46356zzyo
1•ENadyr•2m ago•0 comments

Show HN: Factcheck – An open-source YouTube fact-checker. I need your help

https://github.com/humanchaos/factcheck
1•humanchaos•3m ago•0 comments

Stories From 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
1•susam•3m ago•0 comments

Show HN: Open-source schema tooling focused on consistency for AI consumers

https://github.com/ranklabsai/ranklabs-schema
1•ranklabs•3m ago•0 comments

Synthetic Phenomenology: A framework for AI consciousness co-authored by AI

https://github.com/SyntagmaNull/synthetic-phenomenology
1•SyntagmaNull•3m ago•0 comments

Show HN: Word2Vec in Jax

https://github.com/arnavw/word2vec_jax
1•alien0006•4m ago•0 comments

Running Pydantic's Monty Rust Sandboxed Python Subset in WebAssembly

https://simonwillison.net/2026/Feb/6/pydantic-monty/
1•lumpa•6m ago•0 comments

The Trump Phone

https://www.theverge.com/gadgets/875190/trump-phone-t1-first-look-design-interview-eric-thomas-do...
1•spzb•6m ago•1 comments

The Anthropic Hive Mind

https://steve-yegge.medium.com/the-anthropic-hive-mind-d01f768f3d7b
1•cbracketdash•9m ago•0 comments

Ask HN: Any International Job Boards for International Workers?

1•15charslong•11m ago•0 comments

Show HN: Replacing NotNull and Preconditions with fluent Java assertions

https://github.com/Sympol/pure-assert
1•symplice•12m ago•0 comments

Drifting models, generate image in single step

https://xcancel.com/jiqizhixin/status/2019308224223354936
1•Alifatisk•13m ago•0 comments

Private school uses AI to teach students in just two hours a day

https://nypost.com/2026/01/30/business/new-65k-private-school-uses-ai-to-teach-students-in-just-t...
1•maerF0x0•14m ago•0 comments

Satya Nadella decides Microsoft needs a quality czar

https://www.theregister.com/2026/02/05/microsoft_appoints_quality_chief/
2•latexr•15m ago•0 comments

Show HN: 33rpm – A vinyl screensaver for macOS that syncs to your music

https://33rpm.noonpacific.com/
1•kaniksu•20m ago•0 comments

Google Workers Demand End to Cloud Services for Immigration Agencies

https://www.nytimes.com/2026/02/06/business/google-employees-protest.html
2•donohoe•20m ago•0 comments

Gravity = Magnetism and Heat

https://zenodo.org/records/18498514
1•phdlalala•26m ago•1 comments

Debian project leader warns of developers' silent withdrawal

https://www.heise.de/en/news/Debian-Project-leader-warns-of-developers-silent-withdrawal-11167886...
2•layer8•27m ago•0 comments

Your Agent's Memory Is Broken. Here's Why

https://ramsriharsha.substack.com/p/your-agents-memory-is-broken-heres
1•riemannzeta•29m ago•0 comments

Show HN: I built a YC-style interview practice tool for myself, now public

https://www.getycready.com/
1•zacharykapank•31m ago•1 comments

Continual learning and the post monolith AI era

https://www.baseten.co/resources/research/continual-learning/#introduction
1•jxmorris12•34m ago•0 comments

Detecting backdoored language models at scale

https://www.microsoft.com/en-us/security/blog/2026/02/04/detecting-backdoored-language-models-at-...
1•geox•37m ago•0 comments

$530B in AI Capex looks terrible if you forget how accounting works

https://deadneurons.substack.com/p/the-cloud-hyperscalers-are-starting
1•nr378•38m ago•0 comments

Ask HN: Non AI-obsessed tech forums

4•nanocat•41m ago•2 comments

Show HN: A React testing boilerplate built for vibe coding

https://www.testsolid.com/
1•dudeskey•42m ago•0 comments

Persistent Memory for OpenClaw/Moltbot/Clawdbot

https://mem0.ai/blog/mem0-memory-for-openclaw
1•ninadwrites•43m ago•0 comments

Executive Function as Code: using (Doom) Emacs to script my brain

https://milly.kittycloud.eu/posts/executive-function-as-code-doom-emacs-adhd/
2•0xMillyByte•43m ago•0 comments

Ultima IX

https://www.filfre.net/2026/02/ultima-ix/
2•doppp•44m ago•0 comments

Will firms try to combine software developer and product manager roles?

https://bjornwestergard.com/firms-combine-software-roles/
1•bwestergard•45m ago•0 comments