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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

The Brief Window: rendering eclipse maps as contours, not corridors

https://stack.amcharts.com/p/the-brief-window
1•zeroin•1m ago•0 comments

Show HN: Search and explore open-source government repos

https://huggingface.co/spaces/AndreasThinks/govtech-dashboard
1•crimsoneer•3m ago•0 comments

What Is Authorship When Machines Can Write?

https://thereader.mitpress.mit.edu/what-is-authorship-when-machines-can-write/
1•sohkamyung•4m ago•0 comments

curl DNS 2026, part IV, threads

https://eissing.org/icing/posts/curl-dns-threads/
1•GalaxySnail•4m ago•0 comments

AI's threat to entry-level jobs is turning Gen Z into Generation Entrepreneur

https://www.theguardian.com/technology/ng-interactive/2026/apr/25/gen-z-entrepreneurs-business-ai
1•turtleyacht•5m ago•0 comments

2022 JEPA is essentially 1992 PMAX

https://people.idsia.ch/~juergen/who-invented-jepa.html
1•tosh•7m ago•0 comments

Why most PDF libraries suck, and how I got pixel-perfect rendering

https://resumemind.com/blog/why-most-pdf-libraries-suck-and-how-i-finally-got-pixel-perfect-rende...
1•bryden_cruz•7m ago•0 comments

I Moved My Digital Stack to Europe

https://monokai.com/articles/how-i-moved-my-digital-stack-to-europe/
1•monokai_nl•7m ago•0 comments

Texas Instruments made a new flagship graphing calculator: the TI-84 Evo

https://www.engadget.com/mobile/texas-instruments-made-a-new-flagship-graphing-calculator-the-ti-...
1•HiroProtagonist•7m ago•0 comments

Linus's Law, but Vulnerabilities

https://opensourcesecurity.io/2026/04-linus-law-vulns/
1•milkglass•8m ago•0 comments

The Missing Piece: A Self-Custody Wallet for AI Agents

https://pckt.blog/b/krzysu/the-missing-piece-a-self-custody-wallet-for-ai-agents-zc1vdj6
1•krzysu•10m ago•0 comments

LaDiR: Latent Diffusion Enhances LLMs for Text Reasoning

https://machinelearning.apple.com/research/ladir
1•chmaynard•10m ago•0 comments

Show HN: NeonD – self-hosted Postgres Platform with branching, PITR and backups

https://github.com/matisiekpl/neond/
1•matisiekpl•10m ago•1 comments

Meta isn't doing enough to keep kids off Facebook and Instagram, rules EU

https://www.theverge.com/tech/920313/meta-facebook-instagram-eu-dsa-age-verification
1•Brajeshwar•12m ago•0 comments

Mini Shai-Hulud: Bun Payloads Hit SAP NPM Packages

https://www.stepsecurity.io/blog/a-mini-shai-hulud-has-appeared
2•likhith190•12m ago•0 comments

Claude for Word

https://claude.com/claude-for-word
2•taspeotis•13m ago•0 comments

Show HN: Adblock-rust Manager – Firefox extension to enable the Brave ad blocker

https://github.com/electricant/adblock-rust-manager
2•electricant•13m ago•0 comments

Nobody Here: The Story of Vaporwave [video]

https://www.youtube.com/watch?v=6kNqw7UdENg
1•phaser•13m ago•0 comments

Epic Games Wins Reversal of Stay in App Store Fee Legal Battle

https://www.macrumors.com/2026/04/29/epic-games-wins-reversal-app-store-fee-battle/
1•tosh•13m ago•0 comments

I scanned 16 open-source AI agent repos – 76% of tool calls had zero guards

https://github.com/Diplomat-ai/diplomat-agent
1•jguarnelli•14m ago•0 comments

Brazil's AI adoption boom in public numbers: what IBGE, Bain and Gartner say

https://dataconcierge.dev/en/blog/brazil-ai-adoption-public-numbers
1•altruisticlove•14m ago•0 comments

Show HN: Filling PDF forms with AI using client-side tool calling

https://copilot.simplepdf.com/?share=a7d00ad073c75a75d493228e6ff7b11eb3f2d945b6175913e87898ec96ca...
4•nip•15m ago•0 comments

Anodized – catch Rust runtime bugs at compile time

https://docs.rs/anodized/latest/anodized/
2•satvikpendem•18m ago•0 comments

DARS – Field and Division‑Break Demo

https://rogmash.neocities.org/singularity
1•rogmash•18m ago•0 comments

Show HN: I built a 2nd-order PyTorch optimizer for LLMs that runs on 16GB GPUs

2•dnosoz•18m ago•2 comments

Coffee with a splash of physics: how to make the most out of your brew

https://physicsworld.com/a/coffee-with-a-splash-of-physics-how-to-make-the-most-out-of-your-brew/
4•sohkamyung•19m ago•0 comments

Building AI Agents in Python with Pydantic AI

https://machinelearningmastery.com/building-ai-agents-in-python-with-pydantic-ai/
1•eigenBasis•19m ago•0 comments

OAuth Scopes Explained (2025)

https://fusionauth.io/blog/how-to-design-oauth-scopes
1•mooreds•19m ago•0 comments

Re: Starred – A weekly email with 3 GitHub repos you starred and forgot

https://restarred.dev
1•alepricedev•19m ago•0 comments

96% of GitHub repos have high severity issues in their Action workflows

https://pin-gh-actions.kammel.dev/zizmor
2•datosh•20m ago•1 comments