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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•11mo ago

Comments

anuragdt•11mo 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•11mo 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•11mo 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

Netherlands reaches deal to cut reliance on U.S. cloud tech

https://nltimes.nl/2026/04/24/netherlands-reaches-deal-european-cloud-company-decrease-us-tech-re...
1•01-_-•2m ago•0 comments

Free Online Tools for PDF, Image and Video – ToolHive

https://trytoolhive.com
1•farahfarah•2m ago•0 comments

Gecko: A fast GLR parser with automatic syntax error recovery

https://vnmakarov.github.io/parsing/compilers/c/open-source/2026/04/22/gecko-glr.html
1•fanf2•5m ago•0 comments

The Bracket – A Government Man

https://agovtman.substack.com/p/the-bracket
1•jjar•8m ago•0 comments

Onio.club

https://onio.club/
1•kkoncevicius•10m ago•0 comments

Canada's AI Startup Cohere Buys Germany's Aleph Alpha to Expand in Europe

https://www.reuters.com/legal/transactional/canadas-cohere-germanys-aleph-alpha-announce-merger-h...
1•ipieter•12m ago•0 comments

A practical guide to time for developers: clocks, drift, NTP, and PTP

https://www.dmytrohuz.com/p/a-practical-guide-to-time-for-developers
3•dmyhuz•14m ago•0 comments

Superscript Asterisk in Unicode

https://blog.zgp.org/superscript-asterisk-in-unicode/
1•b6dybuyv•15m ago•0 comments

Spinel: Ruby AOT Native Compiler

https://github.com/matz/spinel
3•dluan•18m ago•0 comments

Stock markets are too high and set to fall, says Bank of England deputy

https://www.bbc.com/news/articles/c75kp1y43lgo
3•wood_spirit•19m ago•1 comments

TorchWebGPU: Running PyTorch Natively on WebGPU

https://github.com/jmaczan/torch-webgpu
1•yu3zhou4•20m ago•0 comments

I over-engineered my AI coding setup one justified upgrade at a time

https://machinethoughts.substack.com/p/every-upgrade-made-sense-how-i-over
1•jurreB•27m ago•0 comments

A red pixel in the snow: How AI found a lost climber

https://www.bbc.com/future/article/20260108-how-ai-solved-the-mystery-of-a-missing-mountaineer
2•tellarin•27m ago•0 comments

We Are Xbox

https://news.xbox.com/en-us/2026/04/23/we-are-xbox/
3•quyleanh•30m ago•0 comments

SSE token streaming is easy, they said

https://zknill.io/posts/everyone-said-sse-token-streaming-was-easy/
1•zknill•31m ago•0 comments

UK gaming icon Peter Molyneux on AI, his final creation and a changing industry

https://www.bbc.com/news/articles/c4glw5nyrggo
3•tellarin•31m ago•2 comments

Software engineering may no longer be a lifetime career

https://www.seangoedecke.com/software-engineering-may-no-longer-be-a-lifetime-career/
2•sarmike31•40m ago•0 comments

DroidVM – Run virtual machine on Android Phones with near-native performance

https://github.com/droid-vm/droidvm
1•shelfchair•40m ago•0 comments

Okren – Founding Engineering Operator – Europe /Remote – Pre-Seed – Equity-First

https://okrenai.com/
1•freddiebrown3rd•42m ago•0 comments

Show HN: Founder Decision Engine

https://github.com/michaelaz774/decision-engine
1•michael774•43m ago•0 comments

Tim Cook wrote a winning recipe for Apple

https://www.economist.com/leaders/2026/04/23/tim-cook-wrote-a-winning-recipe-for-apple
2•edward•45m ago•0 comments

Design.md: A format spec for describing a visual identity to coding agents

https://github.com/google-labs-code/design.md
5•rbanffy•46m ago•1 comments

Vision Banana | Google DeepMind

https://vision-banana.github.io
1•rldjbpin•49m ago•0 comments

Is Helium the Browser Brave Was Meant to Be?

https://itsfoss.com/helium-browser/
1•dotcoma•49m ago•0 comments

Self-Reference

https://en.wikipedia.org/wiki/Self-reference
1•nill0•50m ago•0 comments

Discouraging "the voice from nowhere" (~LLMs) in documentation

https://forum.djangoproject.com/t/discouraging-the-voice-from-nowhere-llms-in-documentation/44699
1•marbartolome•50m ago•0 comments

Vibe Coding Isn't the Problem – It's Your Approvals Process

https://kristopherleads.substack.com/p/vibe-coding-isnt-the-problem-its
1•kristopherleads•51m ago•2 comments

You're about to feel the AI money squeeze

https://www.theverge.com/ai-artificial-intelligence/917380/ai-monetization-anthropic-openai-token...
2•eternalreturn•51m ago•0 comments

DeepSeek V4 in vLLM: Efficient Long-Context Attention

https://vllm-website-pdzeaspbm-inferact-inc.vercel.app/blog/deepseek-v4
3•zagwdt•52m ago•0 comments

Open-Source in the Era of "Infinite" Compute

https://community.computer/infinite-compute.html
4•r3ason•55m ago•0 comments