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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

Ask HN: How to find gaps and oppurtunities in the AI era?

1•SRMohitkr•37s ago•0 comments

End-to-End Encrypted RCS Messages Referenced in Latest iOS 26.3 Beta

https://twitter.com/TiinoX83/status/2010830920681427199
1•7777777phil•1m ago•0 comments

DHS Deportation Reels Are Getting Copyright Strikes for Unlicensed Music Use

https://reason.com/2026/01/11/the-deportation-playlist-is-mostly-stolen/
1•fortran77•3m ago•0 comments

First impressions of Claude Cowork, Anthropic's general agent

https://simonw.substack.com/p/first-impressions-of-claude-cowork
2•stosssik•5m ago•0 comments

Keir Starmer abandons plans for compulsory digital ID

https://www.thetimes.com/uk/politics/article/digital-id-scrapped-u-turn-keir-starmer-7zcwqqvb5
1•petethomas•5m ago•0 comments

A Journey of Validating a Healthcare Startup

https://jeevan.life/healthcare.html
1•ssunboyy•8m ago•0 comments

HiGP: A high-performance Python package for Gaussian Process

https://arxiv.org/abs/2503.02259
1•7777777phil•8m ago•0 comments

Incomputable Language: An Essay on AI

https://www.eruditorumpress.com/blog/on-incomputable-language-an-essay-on-ai
1•drnrb•9m ago•0 comments

AI Reliance Logging

https://zenodo.org/records/18239999
1•businessmate•10m ago•1 comments

A book about Solo Building

https://solobuilding.com/
1•mddanishyusuf•17m ago•0 comments

Good Use of Postgres

https://vivekn.dev/blog/good-use-of-postgres/
1•viveknathani_•18m ago•0 comments

When You are Waiting for a Miracle [video]

https://www.youtube.com/watch?v=1-b52n7mYnc
1•marysminefnuf•21m ago•0 comments

Show HN: A directory to discover and install validated Agent Skills

https://www.agentskills.guide/
1•superhuang•30m ago•1 comments

Meta cuts more than 1k in Bay Area tech's first big layoff of 2026

https://www.sfgate.com/tech/article/meta-layoff-1000-first-2026-21293134.php
3•apparent•32m ago•0 comments

One-page static blog using headless CMS

https://github.com/sleekcms/sleekcms-spa-blog
1•yusufnb•34m ago•0 comments

Saccade

https://en.wikipedia.org/wiki/Saccade
1•petethomas•37m ago•0 comments

Show HN: RAG Architecture for optimizing retrieval volume/relevancy tradeoff

https://github.com/darwinapps/nestedRAG
1•Gregoryy•40m ago•0 comments

Show HN: Git-identity-switcher – a CLI to switch Git user identity per repo

https://github.com/csawai/git-identity-switcher
1•csawai•41m ago•0 comments

Zhipu and Huawei open-source GLM-Image on Chinese chips

https://glm-image-ai.app
1•nanobanana•41m ago•0 comments

Saks Global files for bankruptcy after Neiman Marcus takeover leads to collapse

https://www.reuters.com/business/retail-consumer/saks-global-files-bankruptcy-after-neiman-marcus...
1•testrun•41m ago•0 comments

Bringing the Predators to Life in MAME

https://lysiwyg.mataroa.blog/blog/bringing-the-predators-to-life-in-mame/
1•msephton•41m ago•0 comments

Get professional marketing growth services through Amplift

https://amplift.ai/
4•gaygum102•42m ago•1 comments

The <Geolocation> HTML Element

https://developer.chrome.com/blog/geolocation-html-element
1•enz•44m ago•0 comments

Show HN: MapMates – A map for expats to find people in new cities

https://mapmates.io/
1•digi_wares•45m ago•0 comments

From kinetic gases to an exponentially expanding universe

https://iopscience.iop.org/article/10.1088/1475-7516/2025/10/050
1•diwank•50m ago•0 comments

Beebo, a wave simulator written in C

https://git.sr.ht/~willowf/beebo/
3•anon25783•53m ago•0 comments

AI Dance Video Generator Online Free

https://www.aidancegenerator.org/
1•wsm123456•55m ago•0 comments

Show HN: Apps posted here classified by LLM

https://github.com/johndimm/show-hn-classified
1•johndimm•56m ago•1 comments

Personal Taste Is the Moat

https://wangcong.org/2026-01-13-personal-taste-is-the-moat.html
2•gpi•59m ago•1 comments

Pixel 6 and 7 Updates Are Missing: Here's What Is Happening with Your Pixel

https://www.droid-life.com/2026/01/12/pixel-6-pixel-7-updates-schedule-missing/
3•keithoffer•1h ago•1 comments