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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•1y ago

Comments

anuragdt•1y 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•1y 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•1y 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

AWS Bedrock to require sharing data with Anthropic for Mythos and future models

1•TomAnthony•1m ago•0 comments

SpaceX IPO demand is approaching four times oversubscribed

https://www.reuters.com/world/spacex-ipo-demand-is-approaching-four-times-oversubscribed-source-s...
1•JumpCrisscross•3m ago•0 comments

The German town where people print their own money [video]

https://www.youtube.com/watch?v=WzijH3lgzHI
1•Cider9986•4m ago•0 comments

Build an Atmospheric Website

https://atproto.com/blog/atmospheric-website
1•ZacnyLos•4m ago•0 comments

Linux developers are using AI vibe coding to keep vintage AMD GPUs alive

https://www.tomshardware.com/software/linux/linux-developers-are-using-ai-vibe-coding-to-keep-vin...
1•01-_-•5m ago•0 comments

Bluesky was launched as a Twitter rival – but it's less popular

https://www.cnbc.com/2026/06/04/bluesky-twitter-rival-reddit-social-media.html
1•01-_-•6m ago•0 comments

Ukraine builds cheap alternative to Patriot missiles

https://www.ft.com/content/c5839dd4-c4e9-4503-a605-67dcef053845
1•JumpCrisscross•6m ago•0 comments

The Vibes Were Never the Point. On the Push-and-Pull of AI Usage

https://blog.ewancroft.uk/3mnw2znjfbc22
1•ZacnyLos•6m ago•0 comments

Total War: Warhammer 40000 – Alpha Preview

https://www.youtube.com/watch?v=6aHYFL7dnuw
1•tomaytotomato•10m ago•0 comments

MCP Server Toolkit – Plug-and-Play

https://github.com/naveenayalla1-CS50/mcp-server-toolkit
1•Naveenayalla1•10m ago•0 comments

PgDog – connection pooler and load balancer for Postgres

https://pgdog.dev/
2•JustSkyfall•10m ago•0 comments

Coding is solved: one guy reverse-engineered Claude Desktop for Linux via Claude

https://github.com/aaddrick/claude-desktop-debian
3•landsman•10m ago•0 comments

We're spending 24 hours using local LLMs to search for the meaning of life

https://eternal-question.vercel.app/
1•piyussh•15m ago•2 comments

Germany's €100B bid to make the trains run on time

https://www.ft.com/content/db75e347-b13b-4753-8130-6301bb55c040
1•JumpCrisscross•18m ago•1 comments

Is your project Agent-Ready?

https://github.com/jaksa76/agentize
1•jaksa•19m ago•1 comments

What I got wrong about fast terminals

https://mijndertstuij.nl/posts/what-i-got-wrong-about-fast-terminals/
1•birdculture•21m ago•0 comments

Purpose-built local AI agents

https://samihonkonen.com/posts/purpose-built-local-ai-agents/
1•shonkone•22m ago•0 comments

The importance of food sovereignty in Puerto Rico

https://hothouse.substack.com/p/small-farming-finds-its-way-in-the
2•heyimada•22m ago•0 comments

UK Veterans Are Missing Out on Defence Tech Jobs That Need Them Most

https://vulpesetleo.substack.com/p/british-veterans-missing-out-on-jobs
2•hnjm•25m ago•1 comments

Show HN: Loom, an open-source delivery harness for coding agents

https://github.com/valkor-ai/loom
3•buzzplayapp•25m ago•0 comments

PowerToys 0.100 Is Here

https://devblogs.microsoft.com/commandline/powertoys-0-100-is-here-new-shortcut-guide-command-pal...
1•Klaster_1•26m ago•0 comments

CTD Clinic is fake medical paperwork for transmissible internet stupidity

https://ctd.clinic/
1•mgl•28m ago•0 comments

Why does tsgo use so much memory?

https://zackoverflow.dev/writing/why-does-tsgo-use-so-much-memory/
1•flashblaze•29m ago•0 comments

How to Build an Agentic RAG with RubyLLM and Rails

https://www.panasiti.me/blog/how-to-build-agentic-rag-with-rubyllm-and-rails/
2•giovapanasiti•29m ago•0 comments

Mining a Terms-of-Service fairness rubric from labelled data with DSPy and GEPA

https://medium.com/empirical-engineer/gepa-wrote-its-own-legal-rubric-and-caught-33-more-unfair-c...
1•tassosyal•30m ago•0 comments

PGM-index:range searches, deletes, updates using orders of magnitude less space

https://pgm.di.unipi.it/
1•hamilyon2•31m ago•0 comments

First Valhalla related stuff will land in Java 28

https://mail.openjdk.org/archives/list/jdk-dev@openjdk.org/thread/AIA3O3LHFZ6T7TIPH7KZT4WS4B6U72U5/
2•lichtenberger•31m ago•0 comments

Nick Reiner seeks trust fund left by parents to pay for defense in their killing

https://www.nbcnews.com/news/us-news/nick-reiner-seeks-access-trust-parents-left-pay-defense-kill...
2•Michelangelo11•35m ago•0 comments

Looking for volunteers to help with my AI-generated website

1•petebay•35m ago•0 comments

Mercedes‑Benz starts large‑scale production of electric axial flux motor

https://media.mercedes-benz.com/en/article/bebac2af-acdc-465a-9538-adb0bf3d8ccf
2•raffael_de•38m ago•0 comments