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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

Millions of Americans may now also be considered Canadian under new law

https://apnews.com/article/canadian-citizenship-americans-new-law-5b8f7da8ce6cfea759b85a3577150407
1•geox•2m ago•0 comments

Keycloak in Production: On-Prem, IaaS, PaaS, or SaaS

https://www.cloud-iam.com/post/keycloak-in-production/
1•Cloud-IAM•9m ago•0 comments

The Download: introducing the Nature issue

https://www.technologyreview.com/2026/04/23/1136346/the-download-introducing-nature-issue/
1•joozio•9m ago•0 comments

Why drawing eyes on food packaging could stop seagulls stealing your chips

https://theconversation.com/why-drawing-eyes-on-food-packaging-could-stop-seagulls-stealing-your-...
1•PaulHoule•10m ago•0 comments

Lawsuit: Nintendo is getting tariff refunds–customers should get them instead

https://arstechnica.com/tech-policy/2026/04/lawsuit-nintendo-is-getting-tariff-refunds-its-custom...
4•LorenDB•10m ago•0 comments

Iran war revives European rooftop solar demand to cut energy bills

https://www.reuters.com/sustainability/climate-energy/iran-war-revives-european-rooftop-solar-dem...
3•rustoo•11m ago•0 comments

Sessa: An alternative to Transformers and Mamba for long-context LLMs

https://github.com/LibratioAI/sessa
1•guyfloki•13m ago•0 comments

Raylib v6.0

https://github.com/raysan5/raylib/releases/tag/6.0
2•rydgel•13m ago•0 comments

Psilocybin just passed phase 3 for depression

https://6th.tech/en/blog/psilocybin-phase-3-depression-drug-free-alternatives
2•smanuel•15m ago•0 comments

Change Orders – Get the Signature Before You Pick Up the Tool

https://www.documentorium.com/blog/change-orders-get-the-signature-before-you-pick-up-the-tool
2•documentorium•16m ago•0 comments

Surveillance vendors caught abusing access to telcos to track people's locations

https://techcrunch.com/2026/04/23/surveillance-vendors-caught-abusing-access-to-telcos-to-track-p...
6•mentalgear•17m ago•0 comments

AI Assistance Reduces Persistence and Hurts Independent Performance

https://arxiv.org/abs/2604.04721
2•ihrimech•19m ago•0 comments

802.1Qav – Forwarding and Queuing Enhancements for Time-Sensitive Streams

https://www.ieee802.org/1/pages/802.1av.html
1•Lwrless•20m ago•0 comments

Because Webfetch Sucks

https://github.com/bxxd/mcp-fetch-ux
1•breed101•21m ago•1 comments

The Ever-changing Art of the Screensaver (2022)

https://eyeondesign.aiga.org/the-ever-changing-art-of-the-screensaver/
1•arbesman•23m ago•0 comments

Streamable Volumetric Video Is Here on Apple Vision Pro (and It's Wild)[video]

https://www.youtube.com/watch?v=YtFEbNLb4wo
1•ndr42•24m ago•0 comments

The Sinclair ZX Spectrum White Edition

https://www.heise.de/news/The-Spectrum-White-Edition-Eine-Retro-Legende-bekommt-eine-Neuauflage-1...
2•i_don_t_know•24m ago•1 comments

Inter-Process Remote Execution: Low-latency IPC/RPC using merged address spaces

https://libriscv.no/assets/files/Emulator_remote_execution_using_merged_address_spaces-4-6ad2a2b8...
1•ingve•25m ago•0 comments

UK Biobank health data listed for sale in China, government confirms

https://www.bbc.co.uk/news/articles/cpvxgl3n138o
3•mellosouls•27m ago•0 comments

LLM as Judge: Reproducible Evaluation for LLM Systems

https://nemorize.com/roadmaps/llm-as-judge-reproducible-evaluation-for-llm-systems
1•reverseblade2•29m ago•0 comments

The Guide to Claude Opus 4.7

https://www.productcompass.pm/p/claude-opus-4-7-guide
2•Anon84•29m ago•0 comments

French weather service alerts police after suspicious Polymarket bets

https://www.ft.com/content/89be7df3-b7b8-4b4a-8b88-e24e877b439d
3•chrisaycock•31m ago•0 comments

Show HN: Token Saving Tinyscreenshot Skill

https://github.com/franzenzenhofer/tinyscreenshot
1•franze•31m ago•0 comments

AI BPR: The Day We Stopped Asking "What's Your Problem?"

https://aws.amazon.com/jp/blogs/news/ai-driven-business-process-re-engineering/
1•icoxfog417•31m ago•0 comments

What Have We Dumped on the Moon?

https://hackaday.com/2026/04/22/what-have-we-dumped-on-the-moon/
3•pkaeding•33m ago•0 comments

Show HN: Pokemon Roulette – Random Team Generator for Nuzlocke Runs

https://pokemonroulette.com
1•caoq•34m ago•0 comments

Fortran-Based Languages

https://en.wikipedia.org/wiki/Fortran
2•tosh•35m ago•0 comments

Tesla announces HW4 Plus with doubled memory – will HW4 follow HW3 to the grave?

https://electrek.co/2026/04/23/tesla-hw4-plus-upgrade-will-hw4-follow-hw3/
1•breve•35m ago•0 comments

I often think of Jef Raskin's disdain for files and folders

https://galjot.si/death-to-files-and-folders
2•sedovsek•35m ago•1 comments

Show HN: Honker – Postgres NOTIFY/LISTEN Semantics for SQLite

https://github.com/russellromney/honker
14•russellthehippo•36m ago•2 comments