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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

Hybrid Reasoning Agents: 35–55% fewer tokens and up to 2.6× faster inference

https://arxiv.org/abs/2610.18861
4•allinonai•6m ago•0 comments

Netflix vmaf: Perceptual video quality assessment based on multi-method fusion

https://github.com/Netflix/vmaf
1•tosh•10m ago•0 comments

Amazon Acquires DuckLabs and Integrates DuckDB in Amazon Aurora PostgreSQL

https://www.infoq.com/news/2026/10/amazon-acquires-ducklabs/
1•mooreds•12m ago•1 comments

Show HN: LLM Usage Desktop Widget

https://github.com/aleph-void/LLM-Usage-Desktop-Widget
1•bootbloopers•12m ago•0 comments

RedMonk City Alerts

https://monksignal.com/
1•mooreds•13m ago•0 comments

Ever wondered how Noma-styled chefs build flavor pairings?

https://aroma-taste-matrix.vercel.app/
1•DrDizzle•14m ago•1 comments

Next-Concept Modeling: 9–31× faster than diffusion baselines

https://github.com/HazyResearch/ncm
1•allinonai•15m ago•0 comments

Qiling a True Instrumentable Binary Emulation Framework

https://github.com/qilingframework/qiling
2•Bluestein•19m ago•0 comments

Mark Gurman: Apple Made 'Major Mistake' with iPhone Duo Pre-Orders

https://www.macrumors.com/2026/10/18/gurman-says-iphone-duo-preorders-major-mistake/
2•dabinat•20m ago•0 comments

Free Hub for P2P Sharing, QR-Gen, File Converting, YouTube Video Extraction

https://hq.freedev.app/
3•Twombi_E•28m ago•1 comments

How to start your self-hosting adventure: a high-level overview

https://ounapuu.ee/posts/2021/03/17/how-to-start-your-self-hosting-adventure/
3•bo0tzz•31m ago•0 comments

It's time to admit that genes are not the blueprint for life

https://www.nature.com/articles/d41586-024-00327-x
3•Anon84•35m ago•0 comments

Chinese researchers solve 3D Ghys conjecture with homegrown AI model

https://news.cgtn.com/news/2026-10-15/Chinese-researchers-solve-3D-Ghys-conjecture-with-homegrown...
4•yogthos•35m ago•0 comments

Are we sleepwalking into World War III?

https://www.ft.com/content/3a56575e-ecfb-4fa9-af70-01aebd869729
6•themgt•37m ago•3 comments

Show HN: I built a CSV viewer and editor on the one true productivity layout

https://csvfile.tools/viewer
1•scottgpaulin•40m ago•0 comments

Deus Ex in the Browser

https://jeromem.dev/Experiments/Deus+Ex+in+the+Browser
1•measurablefunc•41m ago•0 comments

Programming Language Foundations in Agda

https://plfa.github.io/
2•solomonb•43m ago•1 comments

A 'Ludicrously Ugly' Bridge Is Exhibit a That Britain Has Lost Its Mojo

https://www.wsj.com/world/uk/a-ludicrously-ugly-bridge-is-exhibit-a-that-britain-has-lost-its-moj...
2•nextos•47m ago•1 comments

Show HN: Glider: A single-node vector database with S3 as its only durable state

https://github.com/omerfeyzioglu/glider
3•omerfeyzioglu•49m ago•0 comments

Wix.com blocked account after I transfered .com domain

2•wixcom•50m ago•0 comments

OpenBSD – Introducing Uncm(4)

https://www.undeadly.org/cgi?action=article;sid=20261018200218
3•peter_hansteen•51m ago•0 comments

Eight Bytes in One Register

https://www.yagiz.co/eight-bytes-in-one-register
1•f311a•52m ago•0 comments

MCP events: who writes the first prompt now?

https://timeline.differentiated.io/guides/mcp-events
2•marcelmarais•56m ago•0 comments

Colleges need to teach last-mile knowledge

https://hollisrobbinsanecdotal.substack.com/p/colleges-need-to-teach-last-mile
1•paulpauper•58m ago•0 comments

Show HN: Bullet Script (bs) – a Lisp(y) VM for shmup bullet patterns

http://bs.ell.dev/
4•ellg•58m ago•0 comments

O.J. Simpson, a Secret Informant and a Decades-Old Mystery

https://www.nytimes.com/2026/10/18/us/oj-simpson-ippolito-informant-accomplice.html
2•jgalt212•58m ago•0 comments

Vizen – Open-source overlays for Windows, crop any window over your game

https://github.com/kalinvisuals/VIZEN
1•kalinvisuals•58m ago•0 comments

My Favorite Restaurant Served Gas (2023)

https://bittersoutherner.com/feature/2023/my-favorite-restaurant-served-gas-kate-medley-kiese-lay...
1•wmchen•58m ago•0 comments

Monthly Roundup #47: October 2026

https://thezvi.substack.com/p/monthly-roundup-47-october-2026
1•paulpauper•59m ago•0 comments

Top Mathematician Announces New Institute for A.I. Safety

https://www.nytimes.com/2026/09/08/science/jacob-tsimerman-math-ai-safety.html
4•paulpauper•59m ago•0 comments