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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

An "AI" label fails to trigger negative bias in new pop music study

https://www.psypost.org/an-ai-label-fails-to-trigger-negative-bias-in-new-pop-music-study/
1•DrierCycle•27s ago•0 comments

The inside story of the race to create the ultimate AI

https://www.theguardian.com/technology/ng-interactive/2025/dec/01/its-going-much-too-fast-the-ins...
1•n1b0m•2m ago•0 comments

Izumi: Dependency Injection as immutable DAG transform

https://github.com/7mind/izumi
1•pshirshov•2m ago•0 comments

One-pot production of colored bacterial cellulose

https://www.cell.com/trends/biotechnology/abstract/S0167-7799(25)00407-X?_returnURL=https%3A%2F%2...
1•PaulHoule•3m ago•0 comments

Show HN: Flowctl – Open-source self-service workflow automation platform

https://github.com/cvhariharan/flowctl
1•cv_h•3m ago•0 comments

Show HN: 3 yrs later, my JS sandbox has 11M users and an AI agent

https://playcode.io
1•ianberdin•6m ago•1 comments

Tencent Releases HunyuanVideo-1.5 Open-Source AI Video Model for Consumer GPUs

https://winbuzzer.com/2025/12/01/tencent-releases-hunyuanvideo-1-5-open-source-ai-video-model-for...
1•nabla9•6m ago•0 comments

The Problem with GPU Benchmarks – Reality vs. Numbers

https://gamersnexus.net/gpus-gn-extras-cpus/problem-gpu-benchmarks-reality-vs-numbers-animation-e...
1•doener•7m ago•0 comments

How I stopped client work to go all in on my SaaS after losing customers

https://www.indiehackers.com/post/how-i-stopped-client-work-to-go-all-in-on-my-saas-after-losing-...
1•vimall_10•7m ago•0 comments

Structural Opacity in Advanced Reasoning Systems

https://zenodo.org/records/17775980
1•businessmate•9m ago•1 comments

Tiny Habits Tracker

https://tinyhabits.top
1•yexianbei•10m ago•0 comments

Show HN: CSuite.Now – Access a full bench of AI-driven C-suite advisors

https://csuite.now
1•intabli•14m ago•0 comments

New ShadowV2 botnet malware used AWS outage as a test opportunity

https://www.bleepingcomputer.com/news/security/new-shadowv2-botnet-malware-used-aws-outage-as-a-t...
1•01-_-•15m ago•0 comments

Exploration–Exploitation Dilemma

https://en.wikipedia.org/wiki/Exploration%E2%80%93exploitation_dilemma
1•tosh•16m ago•0 comments

Crypto privacy seems to be a real product-market fit

1•DarkVeil•17m ago•1 comments

Microsoft admits AI agents can hallucinate and fall for attacks

https://www.windowslatest.com/2025/11/30/microsoft-says-ai-agents-are-risky-but-its-moving-ahead-...
2•01-_-•17m ago•0 comments

Show HN: I built a small tool that lets you edit your RAG data efficiently

https://github.com/Oqura-ai/optim-rag
1•FineTuner42•17m ago•0 comments

Can LED lights harm the eyes?

1•emmasuntech•18m ago•0 comments

This Week in Plasma: lots of cool stuff

https://blogs.kde.org/2025/11/29/this-week-in-plasma-lots-of-cool-stuff/
2•doener•20m ago•0 comments

More of Silicon Valley is building on free Chinese AI

https://www.nbcnews.com/tech/innovation/silicon-valley-building-free-chinese-ai-rcna242430
2•thm•21m ago•0 comments

Qantas hero pilot questions Airbus explanation for A320 software flaw

https://www.theaustralian.com.au/business/aviation/qantas-hero-pilot-questions-airbus-explanation...
1•asdefghyk•22m ago•2 comments

Show HN: Lx – CLI for creating repeatable LLM context from files

https://github.com/rasros/lx
1•monom•24m ago•0 comments

Show HN: CodeProt – AI code review that reduces noise (94% precision)

https://codeprot.com/
1•allenz_cheung•29m ago•1 comments

Nooth – Know Who Copies You

https://nooth.dev/
1•stokry•32m ago•0 comments

California Spent $450M on a New 911 System, Now Plans to Scrap It

https://www.governing.com/infrastructure/california-spent-450-million-on-a-new-911-system-now-pla...
2•gscott•33m ago•0 comments

Yann LeCun, General Intuition speaking on world models at AI event in France

https://www.ai-pulse.eu/speakers
2•enthusaist•33m ago•0 comments

Show HN: MCP-Bash-Framework – Zero-Dependency Bash for Building MCP Servers

https://github.com/yaniv-golan/mcp-bash-framework
1•yanivgolan-lool•38m ago•0 comments

Europe Is a Digital Tenant

https://medium.com/@Diogo_Mendes/europe-is-a-digital-tenant-3f24b83e9cd4
2•rapnie•38m ago•0 comments

The disappearance and return to print of John M. Ford

https://slate.com/culture/2019/11/john-ford-science-fiction-fantasy-books.html
1•fanf2•38m ago•0 comments

My Emacs Presentation Stack

https://ankit.earth/blog/my-emacs-presentation-stack/
2•ankitrgadiya•39m ago•0 comments