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Show HN: API Testing and Security with AI

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

Comments

anuragdt•8mo 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•8mo 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•8mo 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

New chip speeds up computing and reduces energy consumption

https://www.polimi.it/en/the-politecnico/news/news-detail/titolo-chip-del-politecnico-accelera-il...
1•gionn•48s ago•0 comments

Mystery Plane Spotted Flying in Sky at Area 51 [video]

https://www.youtube.com/watch?v=V1xujbcCVvU
1•nomilk•2m ago•1 comments

Can you still run old App Store apps?

https://eclecticlight.co/2026/01/22/can-you-still-run-old-app-store-apps/
2•ingve•4m ago•0 comments

pdit: Output-Focused Python Editor

https://pdit.dev/
1•ichverstehe•4m ago•0 comments

Software occlusion culling in Block Game

https://enikofox.com/posts/software-rendered-occlusion-culling-in-block-game/
1•me4502•5m ago•0 comments

Can Humans Smell Rain Better Than Sharks Smell Blood?

https://www.safewaters.ai/posts/humans-smell-rain-better-than-sharks-smell-blood
2•thunderbong•8m ago•0 comments

Learn Japanese alphabet fast in 3 minutes [video]

https://www.youtube.com/watch?v=2qk4gCZuSjk
2•programmexxx•8m ago•0 comments

Show HN: AI-Powered Virtual Haircut Simulator with 360° View

https://shorthairstyles.app/
1•txttosrt•9m ago•0 comments

Show HN: Spine – Verifiable audit logs with BLAKE3 and Ed25519

https://github.com/EulBite/spine-oss
1•mattiaaleo•10m ago•0 comments

Anna's Archive perd son domaine en .org mais reste debout

https://korben.info/annas-archive-domaine-org-suspendu.html
1•frunkp•15m ago•0 comments

Show HN: FlowWatch – Decorator-first file watcher for Python workflows

https://github.com/MichielMe/flowwatch
1•michielme•15m ago•0 comments

Anthropic writes Constitution for Claude it thinks will soon be proven misguided

https://www.theregister.com/2026/01/22/anthropic_claude_constitution/
1•beardyw•15m ago•0 comments

The Data Box; Why "Smarter" AI Feels Dumber

https://blog.nimbial.com/pages/the_data_box
2•ajayarama•17m ago•1 comments

Erdős Problem #347 Solved (AI assisted math)

https://www.erdosproblems.com/forum/thread/347
1•tzury•19m ago•0 comments

Designing an Authentication System: A Dialogue in Four Scenes (1997)

https://web.mit.edu/kerberos/www/dialogue.html
1•vismit2000•27m ago•0 comments

Oldest cave painting could rewrite human creativity timeline

https://www.bbc.com/news/articles/czx1pnlzer5o
1•griffzhowl•32m ago•0 comments

Anthropic's new Claude 'constitution': be helpful, and don't destroy humanity

https://www.theverge.com/ai-artificial-intelligence/865185/anthropic-claude-constitution-soul-doc
1•xparadigm•33m ago•0 comments

Starlink in Iran: How the regime jams the service and what helps against it

https://www.heise.de/en/background/Starlink-in-Iran-How-the-regime-jams-the-service-and-what-help...
3•DeathArrow•41m ago•0 comments

Semantica: Open-source semantic layers, knowledge graphs, and GraphRAG

https://github.com/Hawksight-AI/semantica
2•kaifahmad1•46m ago•1 comments

New Security Vulnerability Database Launches in the EU

https://www.forbes.com/sites/kateoflahertyuk/2026/01/20/new-security-vulnerability-database-launc...
2•cedricbonhomme•48m ago•1 comments

Why Greenland Looks (It's Not) [video]

https://www.youtube.com/watch?v=tK7yTJ8Mk7A
1•handfuloflight•51m ago•0 comments

Graph of All Human Languages

https://dr.eamer.dev/datavis/poems/language/network.html
3•samwho•52m ago•0 comments

Mixing incentives and penalties found key to cutting carbon emissions long term

https://phys.org/news/2025-12-incentives-penalties-key-carbon-emissions.html
1•PaulHoule•52m ago•0 comments

With this tool, you can enjoy NAS functionality even without a NAS

https://quicksend.chat/
1•foodhome•54m ago•0 comments

The Tighter Weave: On Editing and Not Editing

https://hedgehogreview.com/issues/place-and-revolution/articles/the-tighter-weave
1•samclemens•55m ago•0 comments

OpenSkills – Stop bloating your LLM context with unused agent instructions

1•twwch•56m ago•0 comments

Rare Data Hunters [video]

https://www.youtube.com/watch?v=IU4ByUbDKNc
1•DiscourseFan•58m ago•0 comments

Video for ROS2

https://github.com/stryngs/rosVid
1•stryngs42•1h ago•1 comments

We are updating Dokploy's Open Source license

https://dokploy.com/blog/we-are-updating-dokploys-open-source-license
1•raybb•1h ago•1 comments

Show HN: Scribefully is a portfolio/HN-style community for academics & pros

https://scribefully.com/
1•hoag•1h ago•0 comments