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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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

A Wargame Shows Just How Vulnerable Europe Is to a Russian Attack

https://www.wsj.com/world/europe/a-wargame-shows-just-how-vulnerable-europe-is-to-a-russian-attac...
1•JumpCrisscross•1m ago•0 comments

Show HN: Blaeckfetch – Minimal system fetch with retro console-style splash mode

https://github.com/gustafeden/blaeckfetch
1•gustafeden•2m ago•0 comments

Validation is the bottleneck. Not code gen

https://www.kerno.io/blog/ai-dlc-for-startup
1•karimtr•2m ago•0 comments

Russia used Starlink in drones; SpaceX's cutoff collapsed command system

https://euromaidanpress.com/2026/02/05/russia-used-starlink-in-strike-drones-that-reached-kyiv-sp...
2•c420•3m ago•1 comments

Justice.gov JEE files contains bash manual

https://framapiaf.org/@bitecode/116014584956841267
2•sametmax•4m ago•0 comments

Watch Claude Code iteratively improve its reference bitnet NN implementation [video]

https://www.youtube.com/watch?v=tbAkySCXyp0
1•logicallee•5m ago•1 comments

Curl install Python CLI tools without dealing with Python

https://uvx.sh/
1•sametmax•5m ago•0 comments

Claude says ads are coming to AI but not to Claude

https://twitter.com/claudeai/status/2019071113741906403/mediaViewer
1•phanimahesh•7m ago•1 comments

Show HN: Claude Code Skill for Scaffolding Arbitrum Stylus and Solidity DApps

https://github.com/hummusonrails/arbitrum-dapp-skill
1•bcgreenberg•8m ago•1 comments

Test management tools for automation heavy teams

1•Divyakurian•8m ago•0 comments

Pandoc in the Browser

https://pandoc.org/app/
2•ravenical•8m ago•0 comments

You can find the bash manual in the Epstein files

https://bsky.app/profile/bitecode.dev/post/3me2uffilyc2h
1•BiteCode_dev•10m ago•0 comments

Computers Can Be Understood

https://blog.nelhage.com/post/computers-can-be-understood/
1•sebg•13m ago•0 comments

Show HN: StatCalc – Statistical Calculator with Clear Visualizations

https://echomoltinsson.github.io/statcalc/
1•onyx_writes•13m ago•0 comments

Factory 95: A Retro-Windows inspired automation game about making PowerPoints

https://bsky.app/profile/liamflannery.bsky.social/post/3m7lilxuyz225
1•mariuz•14m ago•0 comments

FTSE 100 Live: Trillion-dollar tech sell-off rocks global markets

https://www.cityam.com/ftse-100-live-tech-sell-off-ai-trillion-bank-of-england-interest-rate-cut-...
1•user20180120•16m ago•0 comments

Show HN: Pit – Git for LLM prompts (332 tests, 10 features)

https://github.com/itisrmk/pit
1•rahulrmk•17m ago•0 comments

Codex is now over 1M active users

https://twitter.com/sama/status/2019219967250669741
1•tosh•17m ago•0 comments

Technology and Wealth: The Straw, the Siphon, and the Sieve

https://natehagens.substack.com/p/technology-and-wealth-the-straw-the-63d
1•thinkingemote•22m ago•0 comments

Ukraine starts blocking unregistered Starlink terminals

https://militarnyi.com/en/news/ukraine-starts-blocking-starlink-terminals/
1•defly•23m ago•0 comments

What are "shadow people" in the MWI

https://metallicman.com/laoban4site/what-are-shadow-people-in-the-mwi/
1•dsego•24m ago•0 comments

Commission Designates WhatsApp as Large Online Platform Under the DSA

https://digital-strategy.ec.europa.eu/en/news/commission-designates-whatsapp-very-large-online-pl...
2•riffraff•27m ago•0 comments

Show HN: vibesafu – YOLO mode for Claude Code, no –dangerously-skip-permission

https://github.com/kevin-hs-sohn/vibesafu
1•kevin-hs-sohn•30m ago•0 comments

Tailscale: Custom OIDC Providers

https://tailscale.com/docs/integrations/identity/custom-oidc
1•tosh•31m ago•0 comments

AI is taking devs' jobs. Yes, **BUT

1•olivdums•34m ago•1 comments

Hope Hacker conference is now a 501(c)(3) nonprofit

https://hope.net/
1•aestetix•34m ago•0 comments

CodeShield AI – Open-source security scanner (24% cheaper than GitGuardian)

https://lydiamorgan85.github.io/codeshield-ai/
1•CodeshieldAI•34m ago•1 comments

Battle-Testing Lynx at Allegro

https://blog.allegro.tech/2026/02/battle-testing-lynx-js-at-allegro.html
2•tgebarowski•35m ago•1 comments

What's the Entropy of a Random Integer?

https://quomodocumque.wordpress.com/2026/02/03/whats-the-entropy-of-a-random-integer/
1•sebg•37m ago•0 comments

How Democracy for Sale is making investigative journalism pay on Substack

https://pressgazette.co.uk/newsletters/peter-geoghegan-democracy-for-sale-investigative-journalis...
1•giuliomagnifico•39m ago•0 comments