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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•10mo ago

Comments

anuragdt•10mo 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•10mo 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•10mo 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

How age standardization make health metrics comparable

https://ourworldindata.org/age-standardization
1•sohkamyung•1m ago•0 comments

Discovering Little Worlds (2020)

https://dmitrybrant.com/2020/08/01/discovering-little-worlds
1•wonger_•1m ago•0 comments

Ukraine Reaches a Milestone: Making ‘China-Free’ Drones

https://www.nytimes.com/2026/03/11/world/europe/ukraine-drones-china.html
1•giuliomagnifico•2m ago•0 comments

Simple-Git NPM package has CVSS 9.8 RCE; 5M+ weekly downloads–check lockfiles

https://www.codeant.ai/security-research/simple-git-remote-code-execution-cve-2026-28292
1•birdculture•4m ago•0 comments

Automatic Pronunciation Error Detection and Correction of the Holy Quran

https://arxiv.org/abs/2509.00094
1•handfuloflight•7m ago•0 comments

Show HN: A simple hardened AI Docker cluster

https://github.com/kummahiih/secure-mcp/
1•kummap•10m ago•0 comments

Astro 6.0 Is Released

https://astro.build/blog/astro-6/
2•mariuz•10m ago•0 comments

A new model defines an upper limit to planetary radiation belt intensity

https://phys.org/news/2026-03-upper-limit-planetary-belt-intensity.html
3•bookmtn•11m ago•0 comments

VoltRN CLI for React Native/Expo Scaffolding, Generators

https://github.com/IronTony/voltrn-cli
1•IronTony•11m ago•1 comments

Analect – AST and LLM Code Summary and Navigation

https://analect.dev
1•ascent817•13m ago•0 comments

Show IH: I built a runtime control plane to stop AI agents from burning money

https://github.com/vijaym2k6/SteerPlane
1•vijaym2k6•14m ago•0 comments

Show HN: Free API toolkit – cron, webhooks, DNS, hashing, regex

https://frog03-20494.wykr.es/devtools/
1•patchnull•18m ago•1 comments

Fooling Go's X.509 Certificate Verification

https://danielmangum.com/posts/fooling-go-x509-certificate-verification/
1•hasheddan•18m ago•0 comments

Some relationships deepen when you tell the truth and some end

https://www.henrikkarlsson.xyz/p/going-your-own-way
1•squirrel•18m ago•0 comments

Open Source Masterclass – Learn to Contribute Upstream

https://opensourcemasterclass.org/
3•antoviaque•19m ago•0 comments

Tell HN: Moltbook was running in my browser

2•ramon156•25m ago•1 comments

As AI data centers scale, investigating their impact becomes its own beat

https://www.niemanlab.org/2026/03/as-ai-data-centers-scale-investigating-their-impact-becomes-its...
2•giuliomagnifico•26m ago•0 comments

Claude Skills: The Complete Guide

https://aistaffkit.com/claude-skills-guide
1•modestpacket•28m ago•0 comments

Get 500 credits for Manus registration

https://manus.im/invitation/ZQFSZCXJGQKD1GP
1•doener•28m ago•0 comments

Show HN: Colab pipeline for auto-labeling datasets with prompt and training YOLO

https://github.com/useful-ai-tools/detect-anything
2•eyasu6464•30m ago•1 comments

Windows 12 could be the tipping point that pushes you to Linux

https://www.zdnet.com/article/windows-12-rumors-linux-migration/
1•robtherobber•31m ago•0 comments

Ask HN: What starts to break down as your notes grow?

2•vajafafa•36m ago•1 comments

AI research paper – IEEE open access journal

https://ieeexplore.ieee.org/document/11424402
2•funnyguy678•40m ago•0 comments

C++26 safety features won't safe you

https://lucisqr.substack.com/p/c26-safety-features-wont-save-you
1•todsacerdoti•40m ago•0 comments

What Is Zensical?

https://zensical.org/about/
1•Tomte•41m ago•0 comments

Ask HN: Should we add game as product type for 3DIMLI?

1•arpit077•42m ago•0 comments

Fixing Programmatic Tool Calling with Types

https://blog.coldboot.org/fixing-programmatic-tool-calling-with-types
1•matchcase•44m ago•0 comments

Work just got easier for data analysts

https://analyst-bbqe.onrender.com/
1•Sechele•46m ago•0 comments

Code reviews do find bugs

https://entropicthoughts.com/code-reviews-do-find-bugs
2•todsacerdoti•46m ago•0 comments

Minesweeper but It's the Strait of Hormuz

https://sweepthestrait.com/
3•nextstep•48m ago•0 comments