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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

Ask HN: HN. I had 212K unexplained direct visits to my site

1•ClaudeGustav2•1m ago•0 comments

OpenClaw and the Great Hiring Hiatus

https://jcalfromallin.substack.com/p/openclaw-and-the-great-hiring-hiatus
1•jhonovich•4m ago•1 comments

The Universal Code

https://randommacro394532.substack.com/p/the-universal-code
1•mramirez97•8m ago•0 comments

New GitHub repository settings to configure pull request access

https://github.com/orgs/community/discussions/187038
1•cpeterso•12m ago•0 comments

GrowthClaw, Distribution Infrastructure for OpenClaw

https://github.com/mrrkrieg/growthclaw
1•dankrieg•13m ago•1 comments

Economic Espionage and Innovation Restrictions (2025) [pdf]

https://andrew-kao.github.io/files/Espionage_draft_20251231.pdf
1•walterbell•14m ago•1 comments

AI is destroying Open Source, and it's not even good yet

https://www.jeffgeerling.com/blog/2026/ai-is-destroying-open-source/
2•VorpalWay•15m ago•3 comments

Biggest Computer Science Breakthroughs in 2025 [video]

https://www.youtube.com/watch?v=DFwppvrL_pE
1•guiambros•17m ago•0 comments

Moonrepo V2 RC

https://moonrepo.dev/blog/moon-v2-rc
1•NamlchakKhandro•17m ago•0 comments

Show HN: Envref – separating secrets from config in .env files

https://xcke.github.io/envref/
1•xcke•19m ago•0 comments

Show HN: Tilth v0.4.1 – 29% cheaper Sonnet, 22% on Opus (benchmark: 114 runs)

1•jahala•19m ago•0 comments

When AI Builds AI

https://cset.georgetown.edu/publication/when-ai-builds-ai/
1•geox•20m ago•0 comments

Nobody Is Talking About Generalized Hill-Climbing (At Runtime)

https://danielmiessler.com/blog/nobody-is-talking-about-generalized-hill-climbing
1•gmays•20m ago•0 comments

Elara – Post-quantum validation protocol with Rust DAM virtual machine and AI

https://github.com/navigatorbuilds/elara-protocol
1•NenadVasic•22m ago•1 comments

Yes, You Can Vibe-Code. Here’s How to Get Started.

https://www.wsj.com/tech/ai/vibe-coding-how-to-guide-211afcf1
2•petethomas•25m ago•0 comments

Lilush – LuaJIT static runtime and shell

https://lilush.link/
1•ksymph•26m ago•0 comments

Show HN: Promo-kit – Receipt-backed promotion engine for tool catalogs

https://www.npmjs.com/package/@mcptoolshop/promo-kit
1•mikeyfrilot•32m ago•2 comments

Kykeon, the sacred elixir of the Eleusinian Mysteries

https://www.nature.com/articles/s41598-026-39568-3
2•Anon84•32m ago•0 comments

Malicious AI swarms can threaten democracy

https://www.science.org/doi/10.1126/science.adz1697
2•imiric•32m ago•2 comments

The El Paso No-Fly Debacle Is Just the Beginning of a Drone Defense Mess

https://www.wired.com/story/the-el-paso-no-fly-debacle-is-just-the-beginning-of-the-drone-defense...
2•c420•33m ago•2 comments

Show HN: Andrej Karpathy's microgpt.py to C99 microgpt.c – 4,600x faster

https://github.com/enjector/microgpt-c
2•Ajay__soni•35m ago•0 comments

A year of RFK jr has changed American science

https://www.scientificamerican.com/article/how-a-year-of-rfk-jr-has-changed-american-science/
4•anigbrowl•39m ago•0 comments

A Survey of In-Context Reinforcement Learning

https://arxiv.org/abs/2502.07978
2•handfuloflight•40m ago•0 comments

Building for an audience of one: starting and finishing side projects with AI

https://codemade.net/blog/building-for-one/
2•lorisdev•41m ago•0 comments

Dpaint.js 0.2.0

https://dpaint.app/
1•doener•41m ago•0 comments

The End of Cargo Culting Startup Accelerators

https://garrickvanburen.com/end-of-accelerators/
1•garrickvanburen•42m ago•0 comments

Remote Work, AI, and the Disappearing Engineer

https://fulghum.io/meaning
1•jordanf•43m ago•0 comments

Mobile Safari web pages are severely limited by memory

https://lapcatsoftware.com/articles/2026/1/7.html
3•akyuu•43m ago•1 comments

Yet another AI planner? Fokus auto-schedules your day with your tools in 1 place

https://www.getfokus.com/
1•islamaskar•47m ago•1 comments

Show HN: Bookmarking and AI and Curated RSS feeds in one app

https://tryeyeball.com/
1•quinto_quarto•47m ago•0 comments