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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

Show HN: Vibe Code 1k

https://spcry.com/vibe1k
1•flood1980•2m ago•0 comments

Does It Matter If Men Pee Sitting or Standing? A Randomized Test Has an Answer

https://www.sciencealert.com/does-it-matter-if-men-pee-sitting-or-standing-a-randomized-test-has-...
1•TMWNN•6m ago•0 comments

API Craft Pro – Chrome SidePanel API Mocker and TypeScript/Zod Generator

https://chromewebstore.google.com/detail/api-craft-pro-—-instant-a/amdohgdofjccadgobnalnmaphall...
1•MockShiftStudio•10m ago•0 comments

Finance team's ChatGPT habit is a cross-border data transfer

https://e27.co/your-finance-teams-chatgpt-habit-is-a-cross-border-data-transfer-20261106/
1•powerhouseconsu•10m ago•0 comments

Show HN: OpenPocket – iOS app for running Qwen3.5, LFM and other LLMs offline

https://apps.apple.com/th/app/openpocket/id6833028114
1•ycdmf•17m ago•1 comments

Show HN: AntFabric (One Subscription for all your operational needs)

https://www.antfabric.ai/
2•vanessa1211•21m ago•0 comments

Humble Bundle just killed most of their security through vibecoding

https://forums.spacebattles.com/threads/humble-bundle-just-completely-killed-most-of-their-securi...
3•rdmuser•23m ago•0 comments

A Mad Max-style desert run built from nothing but (procedural) code

https://webgpu.com/showcase/maad-maxxing-procedural-webgpu-threejs/
1•FarhadG•23m ago•0 comments

GrapheneOS Pixel 11 support is delayed indefinitely

https://twitter.com/GrapheneOS/status/2120727750235574616
1•iloveyoutwo•24m ago•0 comments

Do open source companies pay competitively in India?

https://oss-pays.shetty.me/
1•deveesh_shetty•25m ago•0 comments

I made a CLI focus music player with lo-fi, Pomodoro timer, and Spotify support

https://github.com/WittmannF/lofi-pomodoro
1•wittmannf•27m ago•0 comments

Worse Together: How Performance Breaks Down in Multi-User Multi-Agent Teams

https://alignment.anthropic.com/2026/worse-together/
2•matt_d•27m ago•0 comments

World heading for 'irrevocable overshoot' of global temperature thresholds

https://www.theguardian.com/environment/2026/nov/12/world-heading-for-irrevocable-overshoot-of-gl...
1•vrganj•28m ago•0 comments

Show HN: Excel Inserter - Insert notes and screenshots into Microsoft Excel

https://algolassi.online/products/excel-inserter/
1•noobplus•31m ago•0 comments

LeapQuant: Efficient Linear Attention with Accurate Recurrent State Quantization

https://leapquant.github.io/
1•matt_d•32m ago•0 comments

Ask HN: Are clean Git commits still worth it?

1•joooscha•33m ago•1 comments

Europe has been living beyond its means. Now the bills are due

https://economist.com/europe/2026/11/10/europe-has-been-living-beyond-its-means-now-the-bills-are...
2•andsoitis•34m ago•0 comments

258 Nvidia headlines: 6% ethics-negative before the scandal, 82% after

https://github.com/twobitapps/nvidia-headlines-ethics-2026
1•iLuddite•36m ago•1 comments

Apple is shuttering its 28-year-old online community forum

https://arstechnica.com/gadgets/2026/11/apple-is-shuttering-its-28-year-old-online-community-forum/
3•apparent•37m ago•1 comments

Shooting Bias

https://en.wikipedia.org/wiki/Shooting_bias
1•chistev•45m ago•0 comments

Show HN: JNum – Pure Java 25 NumPy/BLAS via Project Panama FFM and Vector API

https://github.com/CH-Abhinav/JNum
2•CH-Abhinav•47m ago•0 comments

WSP MCP – Free MCP Plugin for WordPress

https://github.com/bilalnaseer/wsp-wordpress-mcp
1•wspmcp67•48m ago•0 comments

Show HN: Gohawk – A Resource Leak and Concurrency Static Analyzer for Go

https://gohawk.dev/
1•its-malbolge-ti•49m ago•1 comments

AI is getting smarter. Are we thinking better?

https://www.daybranch.com/
1•brunohenriquede•50m ago•0 comments

Show HN: Minimal and self-hosted website monitoring

https://github.com/tanin47/jping
1•tanin•51m ago•0 comments

Where to Buy a Custom Fake ID with Your Own Details

https://www.yoloids.com/where-to-buy-a-custom-fake-id-with-your-own-details/
1•malinograham•52m ago•0 comments

Ask HN: Is GitHub Downloads Down?

1•t0duf0du•52m ago•0 comments

Algorithm in the Consulting Room

https://medium.com/@smoking2man/algorithm-in-the-consulting-room-on-the-architectural-mismatch-be...
1•Aldus551•52m ago•0 comments

What benefit does a San Francisco HQ offer if you are not a frontier AI lab?

1•jpqwerty•54m ago•6 comments

Redis Got Ported to Rust

https://github.com/kividbio/kividb/blob/master/README.md
1•robindooh•56m ago•0 comments