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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

Show HN: Visual heat map of AI news updated hourly

https://ai-news.jagular.io
1•jnaina•2m ago•0 comments

I put my cell number on my startup's homepage

1•civitasinnovare•4m ago•0 comments

Superintelligence Strategy (2025)

https://www.nationalsecurity.ai
1•reasonableklout•9m ago•1 comments

Americans Are Spending More Money to Drive Worse Cars

https://www.theatlantic.com/technology/2026/10/americans-not-buying-electric-cars/689071/
4•fortran77•10m ago•1 comments

Apple's OS release and how it impacts Identity Graphs

https://cunderwood.dev/2026/10/20/apples-os-release-and-how-it-impacts-identity-graphs/
1•abtestdev•15m ago•0 comments

Why do some data grids show blank rows during scrolling?

https://comparegrids.com/articles/article-why-grids-show-blank-rows
1•davidvela•21m ago•0 comments

Show HN: TMPlayer, a TV player for the videos in your own Telegram chats

https://github.com/dracu-lah/TMPlayer
1•nevilkrishnak•22m ago•0 comments

Advancing Fault-Tolerant Quantum Computing with GPU-Accelerated Simulation

https://nvidia.github.io/cuda-quantum/blogs/blog/2026/10/19/jupiter-magic-state-simulation/
1•wondersky•23m ago•0 comments

FaderBuddy – Plug-and-play motorized faders for ESPHome and more

https://github.com/scottbez1/FaderBuddy
1•foltik•25m ago•0 comments

U.S. Political Money Funnels to Indian Bots to Lure Voters

https://www.nytimes.com/2026/10/19/business/michigan-primary-disinformation-campaign.html
3•grandpajoey•26m ago•0 comments

Token-based API guard Auth Bypass

https://github.com/laravel/framework/security/advisories/GHSA-f9x3-7vq9-cph6
1•Spqa•26m ago•0 comments

Show HN: Vramkit – measuring LLM weight and KV-cache compression on a MacBook

https://github.com/SRKRZ23/vramkit
1•sardor_r1•27m ago•0 comments

Show HN: Death Plan Switch, a self-hosted dead man's switch for solo devs

https://deathplanswitch.com/
2•romeo19361•28m ago•0 comments

How to Rebuild Yourself, Inch by Inch

https://mrjakyl.substack.com/p/how-to-rebuild-yourself-inch-by-inch
1•yarapavan•28m ago•0 comments

Russian Satellite Makes a Menacing Approach to Another Craft in Orbit

https://www.nytimes.com/2026/10/19/science/russia-satellite-kosmos-2612.html
2•reaperducer•29m ago•0 comments

Europe has lots of pleasant cities but too few that matter

https://economist.com/europe/2026/10/15/europe-has-lots-of-pleasant-cities-but-too-few-that-matter
3•andsoitis•35m ago•0 comments

Rising Stars Need a Witness

https://www.indiethinkers.com/essays/the-cosigns-you-dont-ask-for
1•danielkhunter•35m ago•0 comments

Parallel Language Models via Variational Decoding

https://arxiv.org/abs/2610.26693
1•E-Reverance•35m ago•0 comments

No More Icons in Every Menu by Default

https://blog.jim-nielsen.com/2026/icons-in-every-menu/
2•riffraff•38m ago•0 comments

Terence Tao and Yu Deng: Why We Build Open Math Model

https://www.youtube.com/watch?v=TjeCcDkuyao
5•doppp•40m ago•0 comments

Telehack

https://telehack.com/
1•jljljl•41m ago•0 comments

The Permanent Voice Vault

https://satire.worldbibliotech.com/
1•book-collective•42m ago•0 comments

Clang Bytecode interpreter update 2026

https://developers.redhat.com/articles/2026/10/19/clang-bytecode-interpreter-update-2026
1•tbaeder•44m ago•0 comments

Inside Prometheus: Meta's Journey to a Gigawatt-Scale Supercluster

https://engineering.fb.com/2026/10/19/data-center-engineering/inside-prometheus-meta-gigawatt-sca...
2•jonbaer•45m ago•0 comments

Managing projects with GNU Make, 3.xth Edition

https://wanderinghorse.net/computing/make/
2•seeg•46m ago•0 comments

SKY‑001 ] the First Engineering World Model

https://skyfall.ai/sky-001
1•doener•46m ago•0 comments

Mastodon 5.0: A Closer Look

https://blog.joinmastodon.org/2026/10/5.0-a-closer-look/
3•riffraff•48m ago•0 comments

ThinkPad I9990303 Error Catch-22

http://www.os2museum.com/wp/thinkpad-i9990303-error-catch-22/
3•userbinator•49m ago•0 comments

IBM Anderon Quantum Foundry Automates Qubit Fabs

https://spectrum.ieee.org/anderon-quantum-fab
2•gmays•49m ago•0 comments

Ask HN: What's your SSH terminal workflow like?

2•otherayden•55m ago•1 comments