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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

Pyrefly v1.3: More configurability and composable tensor shapes

https://pyrefly.org/blog/v1.3/
1•ocamoss•1m ago•0 comments

Windows-focused fork of OpenUsage for tracking AI coding subscription usage

https://github.com/ccycv/openusage
1•soltanov•4m ago•0 comments

Teleoperated Humans

https://www.jefftk.com/p/teleoperated-humans
1•mhb•6m ago•0 comments

APC AI-assisted framework for building audio (VST/AU) plugins

https://github.com/Noizefield/audio-plugin-coder
1•noizefield•6m ago•0 comments

OpenStreetMap fighting a large set of AI crawlers / scrapers

https://en.osm.town/@osm_tech/117273699871137554
2•pera•8m ago•0 comments

Kubernetes v1.37: DRA Updates

https://kubernetes.io/blog/2026/09/03/kubernetes-v1-37-dra-updates/
1•hnp9j9qtda•8m ago•0 comments

More U.S. Workers (27%) Fear Losing Their Jobs to Technology

https://news.gallup.com/poll/714368/workers-fear-losing-jobs-technology.aspx
1•giuliomagnifico•8m ago•0 comments

Show HN: Restarted – a 2026 remake of the classic 2015 startup generator

https://restarted.io/?z=477799172922
1•zxcvbn4038•9m ago•0 comments

Online hate researcher keeps hammering X despite deportation threat

https://arstechnica.com/tech-policy/2026/09/online-hate-researcher-keeps-hammering-x-despite-depo...
1•rbanffy•10m ago•0 comments

.NET MVC Recommended Resources

https://learn.microsoft.com/en-us/aspnet/mvc/overview/getting-started/recommended-resources-for-mvc
1•Brysonbw•10m ago•0 comments

Domain Coloring

https://www.algorithm-archive.org/contents/domain_coloring/domain_coloring.html
1•vismit2000•11m ago•0 comments

Bums in Seats Used to Win

https://mihai.dinculescu.dev/posts/bums-in-seats-used-to-win/
1•faithraven•12m ago•0 comments

GPUI-CE: A GPU-Accelerated UI Framework for Rust by the makers of Zed

https://gpui-ce.github.io
1•sagacity•12m ago•0 comments

Apple iPhone Duo makes developers think in folds

https://www.theregister.com/devops/2026/09/15/apple-iphone-duo-makes-developers-think-in-folds/52...
1•joebuckwilliams•14m ago•0 comments

Tell the speakers that you liked their talks

https://ohhelloana.blog/tell-the-speakers/
1•whisper2020•15m ago•0 comments

25 Years of Mass Surveillance Is Enough

https://www.schneier.com/blog/archives/2026/09/25-years-of-mass-surveillance-is-enough.html
2•iamnothere•16m ago•1 comments

Do you still read the code?

https://zanlib.dev/blog/do-you-still-read-the-code/
3•wofo•20m ago•1 comments

Jalapeño Shows Power of LLMs for Chip Design

https://spectrum.ieee.org/llms-for-chip-design
2•rbanffy•21m ago•0 comments

Representing application state using SQLite

https://world.hey.com/apetrov/representing-application-state-using-sqlite-b9875b47
1•apetrov•21m ago•0 comments

When Google Cuts Off Access: Poland and the World

https://dossier.reasoner.pl/artykul/
3•marekfocus•22m ago•0 comments

Golden Nerves

https://sites.google.com/view/golden-nerves/
1•parydaws•22m ago•0 comments

Doesn't Want Me to Leave When He's Still in Love with His Baby Mama

https://etechx.co.ke/doesnt-want-me-to-leave-when-hes-still-in-love-with-his-baby-mama
1•ndegekmw•23m ago•0 comments

My Ex Doesn't Want Anyone to Enjoy the Fruit of His Labor

https://etechx.co.ke/my-ex-doesnt-want-anyone-to-enjoy-the-fruit-of-his-labor
1•ndegekmw•23m ago•0 comments

Ask HN: How do you prevent sensitive data from leaking through debugging tools?

1•Securelytixdev•25m ago•0 comments

IndieRoadmaps – a simple roadmap builder for indie hacker

https://indieroadmaps.com
1•pho3n1x•28m ago•1 comments

FloorPoll – live polls your audience joins in one tap

https://floorpoll.app/
1•tshrove•28m ago•0 comments

DotNet Security Cheat Sheet

https://cheatsheetseries.owasp.org/cheatsheets/DotNet_Security_Cheat_Sheet.html
1•Brysonbw•29m ago•0 comments

I Go To The Cloud: A tour in Hetzner's data center [video]

https://www.youtube.com/watch?v=i5GTwBTCQJI
1•redbell•31m ago•0 comments

# mdsvex – Svelte in Markdown

https://github.com/pngwn/mdsvex
2•modinfo•34m ago•0 comments

Changesets – Manage Versioning and Changelogs

https://github.com/changesets/changesets
1•modinfo•35m ago•0 comments