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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

Tangleflow: Converts GitHub Actions workflows to tangled workflows and back

https://github.com/43081j/tangleflow
1•wertyk•4m ago•0 comments

Aurora DSQL: Scalable, Multi-Region OLTP

https://brooker.co.za/blog/2026/07/19/dsql-paper.html
1•mariuz•5m ago•0 comments

1 month and 60 models later

https://www.supcpu.com/research/1-month-and-60-models-later/
2•romellogoodman•5m ago•0 comments

Galloping Galaxies (1985-1986)

https://archive.org/details/s-01-e-01-part-one_20260604
2•petethomas•6m ago•0 comments

A Controlled Study of Attention-Only Transformers

https://arxiv.org/abs/2607.18363
1•E-Reverance•7m ago•1 comments

The first six ideas in machine learning

https://stochastic.blog/the-first-six-ideas-in-machine-learning/
1•Anon84•7m ago•0 comments

Never Enough

https://dark.ronacher.eu/2026/7/21/never-enough/
1•reasonableklout•8m ago•0 comments

Show HN: My Attempt of Ricing macOS

https://github.com/kushvinth/dotfiles
1•Kushvinth•8m ago•0 comments

Air Force conducts live-fire test for Collaborative Combat Aircraft program

https://www.acc.af.mil/News/Article-Display/Article/4547699/air-force-conducts-live-fire-test-for...
2•lxm•10m ago•0 comments

Nanbeige4.2-3B

https://huggingface.co/Nanbeige/Nanbeige4.2-3B
3•drgore•10m ago•0 comments

What's under your feet in New York City

https://www.youtube.com/watch?v=Iclf_JnPkKw
1•sheri•13m ago•0 comments

Ask HN: Why AI labs publish different benchmarks?

1•mzubairtahir•19m ago•0 comments

Salience Induction Against Multi-Hop RAG Agents: Threat and Defense

https://arxiv.org/abs/2607.17535
1•sbulaev•25m ago•0 comments

Running Laguna S 2.1 locally on Apple Silicon: 52 tok/s with 38.5 GB peak memory

https://github.com/tanishq-dubey/macos-laguna-s2.1
2•tdubey•29m ago•0 comments

Making Our Own Spectrogram

https://fasterthanli.me/articles/making-our-own-spectrogram
1•Jimmc414•30m ago•0 comments

Choosing GPT-5.6 Sol, Terra, or Luna in Codex

https://twitter.com/pvncher/status/2077708372363624894
1•gmays•30m ago•0 comments

Martin Picard's Mitochondrial Theory of Mind

https://www.quantamagazine.org/martin-picards-mitochondrial-theory-of-mind-20260717/
2•Jimmc414•31m ago•0 comments

R2 is now Generally Available (2022)

https://blog.cloudflare.com/r2-ga/
2•soheilpro•34m ago•1 comments

Starveling Rabblement

https://www.lrb.co.uk/the-paper/v48/n13/terry-eagleton/starveling-rabblement
1•prismatic•35m ago•0 comments

Show HN: Remote Bash Script Debugger

https://edebug.sh
1•ldom22•36m ago•1 comments

A mechanical light bulb from 1675 [video]

https://www.youtube.com/watch?v=0Y-9GbsS9Fg
1•fortran77•40m ago•0 comments

Volkswagen blocks Android devices running GrapheneOS from myVW App

https://www.autoevolution.com/news/volkswagen-bans-security-focused-grapheneos-cites-security-rea...
1•rvz•44m ago•0 comments

The AI Bubble Is No Ordinary Bubble

https://www.theatlantic.com/ideas/2026/07/ai-economy-stock-market/688004/
5•simonpure•46m ago•3 comments

Yubikey 5.8

https://www.yubico.com/press-releases/yubico-extends-passkeys-beyond-trusted-authentication-to-ve...
3•Lwrless•50m ago•0 comments

Déjà View: Someone already tried this

https://dejaview.bsct.so/
4•thunderbong•58m ago•2 comments

Late.sh – a command-line Clubhouse for computer people

https://late.sh/
4•itherseed•1h ago•1 comments

Dashrath Manjhi – Mountain Man

https://en.wikipedia.org/wiki/Dashrath_Manjhi
2•bch•1h ago•0 comments

America's AI labs are under threat from cheap Chinese rivals

https://economist.com/business/2026/07/21/americas-ai-labs-are-under-threat-from-cheap-chinese-ri...
2•andsoitis•1h ago•1 comments

The conservative road to nowhere: Hanson's empty populism

https://www.newpolitics.com.au/p/the-road-to-nowhere-hansons-empty
4•modernhousewife•1h ago•0 comments

Faze Marketing – Free Platform for Developers to Connect with UGC Creators

https://apps.apple.com/us/app/faze-marketing/id6778672309
1•marketingapps•1h ago•0 comments