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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•11mo ago

Comments

anuragdt•11mo 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•11mo 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•11mo 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

Automated Conjecture Resolution with Formal Verification

https://arxiv.org/abs/2604.03789
1•throwaway81523•4m ago•0 comments

Ente Hackathon #2

https://ente.com/blog/ente-hackathon-2026-april/
1•Cider9986•5m ago•0 comments

United CEO Has Pitched Possible Tie-Up with Rival American

https://www.bloomberg.com/news/articles/2026-04-13/united-ceo-has-pitched-possible-combination-wi...
1•mancerayder•5m ago•1 comments

World Quantum Day 2026

https://doodles.google/doodle/world-quantum-day-2026/
1•mxfh•6m ago•0 comments

Matrix-Game 3.0: Real-Time and Streaming Interactive World Model

https://matrix-game-v3.github.io/
1•pella•13m ago•0 comments

An Amazon warehouse worker died on the job at Oregon facility

https://techcrunch.com/2026/04/13/an-amazon-warehouse-worker-died-on-the-job-at-oregon-facility/
3•cebert•15m ago•1 comments

OpenAI acquires AI personal finance startup Hiro – financial agents next?

https://techcrunch.com/2026/04/13/openai-has-bought-ai-personal-finance-startup-hiro/
2•yesensm•19m ago•0 comments

MCP server for trading intelligence–gap scanner,SEC alerts,insider tracking

https://zivio-mcp-production.up.railway.app
1•doshinikunj•20m ago•0 comments

Wyden Urges House to Reject Handing Trump Unchecked Surveillance Authority

https://www.wyden.senate.gov/news/press-releases/wyden-urges-house-members-to-reject-handing-dona...
4•Cider9986•24m ago•0 comments

U.S. Says Wiretap Program Thwarted Attack on 2024 Taylor Swift Concert

https://www.nytimes.com/2026/04/09/us/politics/section-702-surveillance-fisa.html
1•Cider9986•24m ago•0 comments

Willingness to fail is now a superpower

https://nekolucifer.substack.com/p/willingness-to-fail-is-now-a-superpower
1•gurjeet•29m ago•0 comments

Citation Integrity

https://citationintegrity.org/
1•SanjayMehta•35m ago•0 comments

Forrest's $60M War on Facebook

https://www.afr.com/technology/dad-it-s-a-fraud-call-that-sparked-forrest-s-60m-war-on-facebook-2...
1•mianos•36m ago•2 comments

Just a Moment

https://blog.jdboyd.net/2026/04/just-a-moment/
1•linuxkernal•37m ago•0 comments

AI Home Architecture Startup Looking for Back End/ML Infra Engineer

1•AtmosXR•39m ago•2 comments

I built an AI CMO because I can't market

https://www.polara.ai/
1•foundermax•40m ago•1 comments

Keycard – inject API keys into subprocesses without polluting your shell

https://www.keycard.studio/
1•jijane•42m ago•0 comments

Slate Auto Raised $650M to Build a Truck with No Speakers, Color, or Apologies

https://www.siliconsnark.com/slate-auto-raised-650-million-to-build-a-truck-with-no-speakers-no-c...
2•SaaSasaurus•42m ago•0 comments

How CPUs run functions? [video]

https://www.youtube.com/watch?v=7YyALikxAlU
1•byte_0•47m ago•0 comments

The State of SBoM Generation for C/C++: 2026 Edition

https://www.interlynk.io/resources/the-state-of-sbom-generation-for-c-c-2026-edition
1•riteshnoronha16•48m ago•0 comments

Xcitation–inhibition interactions mediate firefly flash synchronization

https://www.biorxiv.org/content/10.64898/2026.01.19.700439v1
1•PaulHoule•48m ago•0 comments

Rewriting Every Syscall in a Linux Binary at Load Time

https://amitlimaye1.substack.com/p/rewriting-every-syscall-in-a-linux
1•riteshnoronha16•48m ago•0 comments

The Origins of GPU Computing

https://cacm.acm.org/federal-funding-of-academic-research/the-origins-of-gpu-computing/
3•eatonphil•50m ago•0 comments

Flimsier Cabinets and Fewer Windows: Home Builders Are Skimping on the Basics

https://www.wsj.com/real-estate/flimsier-cabinets-and-fewer-windows-home-builders-are-skimping-on...
2•JumpCrisscross•50m ago•0 comments

Microsoft Research DRM Talk (2004)

https://craphound.com/msftdrm.txt
1•kelnos•53m ago•0 comments

Building an MCP Server Using Only Notepad

https://catswords.readme.io/docs/feature-mcp-server
2•gnh1201•58m ago•0 comments

Explainer for the Private Verification Tokens

https://github.com/explainers-by-googlers/private-verification-tokens
1•feyman_r•1h ago•0 comments

AI Can Now Control Your Mac OS

https://clawdcursor.com
1•AmrDabb•1h ago•0 comments

Show HN: teletext, a real-time information dashboard

https://ttxt.org
1•dogancan•1h ago•0 comments

The Journal of C Language Translation

http://jclt.iecc.com/
2•kristianp•1h ago•0 comments