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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•6mo ago

Comments

anuragdt•6mo 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•6mo 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•6mo 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

Servo: Lightweight, high-performance alternative for embedding web technologies

https://servo.org/
1•doener•1m ago•0 comments

Mizar Language

https://mizar.uwb.edu.pl/language/
1•varjag•1m ago•0 comments

Speed: Engineering Airbyte's 4-10x Performance Breakthrough

https://airbyte.com/blog/speed-improvements
1•JakaJancar•2m ago•0 comments

Show HN: MCP Security Scanning Tool for CI/CD

https://smart.mcpshark.sh/
11•devops-coder•7m ago•0 comments

LLM Societies (they are social critters)

https://www.mslinn.com/llm/7998-social-llms.html
2•mike_slinn•7m ago•0 comments

ZoomInfo CEO Blocks Researcher After Documenting Pre-Consent Biometric Tracking

https://github.com/clark-prog/blackout-public
1•SignalDr•9m ago•1 comments

Show HN: A tiny browser-based voice-to-text tool (no signup, no tracking)

https://www.voicetotextonline.com/
1•digi_wares•11m ago•0 comments

The Local-First Comeback You Didn't See Coming

https://shivekkhurana.com/blog/sync-engines/
1•shivekkhurana•12m ago•0 comments

Topological turning points across the human lifespan

https://www.nature.com/articles/s41467-025-65974-8
1•bryanrasmussen•13m ago•0 comments

We Are Better Off Than a Century Ago

https://www.thenewatlantis.com/publications/why-we-are-better-off-than-a-century-ago
3•SCEtoAux•13m ago•1 comments

Walmart Is Exploring Bringing Ads to Sparky, Its New AI Shopping Agent

https://www.wsj.com/business/retail/walmart-is-exploring-bringing-ads-to-sparky-its-new-ai-shoppi...
1•fortran77•14m ago•1 comments

China launches an emergency lifeboat to bring three astronauts back to Earth

https://arstechnica.com/space/2025/11/china-launches-an-emergency-lifeboat-to-bring-three-astrona...
3•cyanbane•15m ago•0 comments

Installing Linux Software Just Got More Gay

https://lunduke.substack.com/p/installing-linux-software-just-got
1•socrateswasone•16m ago•1 comments

The Long-Term Cost Curve of Modern Data Stacks

https://datamethods.substack.com/p/the-long-term-cost-curve-of-modern
1•zekrom•16m ago•0 comments

X erupts after the platform reveals the locations where accounts are based

https://www.businessinsider.com/x-shows-locations-users-about-this-account-2025-11
2•geox•18m ago•1 comments

Hire Me in Japan

https://overreacted.io/hire-me-in-japan/
1•mooreds•18m ago•0 comments

Art in Art: Cabinets of Curiosity and the Rise of the Gallery Painting

https://publicdomainreview.org/essay/cabinets-of-curiosity-and-the-rise-of-the-gallery-painting
1•crescit_eundo•19m ago•0 comments

Warner Music Settles Lawsuit with AI Music Startup Suno

https://www.bloomberg.com/news/articles/2025-11-25/warner-music-settles-lawsuit-with-ai-music-sta...
1•htrp•19m ago•1 comments

Practical quantum computing is now a reality

https://www.fastcompany.com/91444964/practical-quantum-computing-is-now-a-reality
1•donutloop•19m ago•0 comments

DoubleLine wary of AI funding wave that could alter US high-grade debt market

https://www.reuters.com/business/retail-consumer/doubleline-wary-ai-funding-wave-that-could-alter...
1•zerosizedweasle•20m ago•0 comments

Elon Musk Drove ~1/3 of Women Off Twitter

https://kevinmunger.substack.com/p/elon-musk-drove-13-of-women-off-twitter
3•ohjeez•20m ago•2 comments

Launching the Julia Security Working Group

https://julialang.org/blog/2025/11/launching-security-wg/
1•darboux•24m ago•0 comments

1964 Recompiling Engine Documentation (2001) [pdf]

https://emudev.org/docs/1964-recompiling-engine-documentation.pdf
1•davikr•24m ago•0 comments

Deno's sandbox is insufficient (2023)

https://mbullington.net/weblog/please-let-me-sandbox-npm/
1•mbullington•26m ago•0 comments

Hey HN I'm Michael, co-founder of AI Guardian

2•buttersmoothAI•28m ago•0 comments

Why Rive scripting runs on Luau

https://rive.app/blog/why-scripting-runs-on-luau
1•ivm•29m ago•0 comments

Why our opinions about the Beatles keep changing

https://www.theguardian.com/music/2025/nov/25/the-beatles-anthology-stuart-maconie-historiography
3•jethronethro•33m ago•0 comments

Show HN: JustBloggedging platform that takes 2 minutes to setup

https://justblogged.com
3•usamaejaz•35m ago•0 comments

Google Answers is no longer accepting questions (2006)

http://answers.google.com/answers/index.html
2•xk3•36m ago•0 comments

LLM SVG Generation Benchmark

https://gally.net/temp/20251107pelican-alternatives/index.html
1•surprisetalk•37m ago•0 comments