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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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: Microgpt is a GPT you can visualize in the browser

https://microgpt.boratto.ca
1•b44•51s ago•0 comments

Show HN: Custom ML model – if Spotify was instrumental

https://instr.io/
1•day6•1m ago•0 comments

Show HN: PolyMCP – A framework for structuring and orchestrating MCP agents

1•justvugg•1m ago•0 comments

AI safety staff departures raise worries about pursuit of profit at all costs

https://www.theguardian.com/commentisfree/2026/feb/15/the-guardian-view-on-ai-safety-staff-depart...
4•jethronethro•2m ago•0 comments

Towards Autonomous Mathematics Research

https://arxiv.org/abs/2602.10177
2•gmays•5m ago•0 comments

Animals can give blood too

https://www.blood.co.uk/news-and-campaigns/the-donor/animals-can-give-blood-too/
1•Tomte•6m ago•0 comments

America's Future Leaders Are Learning to Become Grifters

https://www.robkhenderson.com/p/americas-future-leaders-are-learning
2•herbertl•8m ago•0 comments

Why no one should use the AT&T syntax

https://web.archive.org/web/20210213094152/https://elronnd.net/writ/2021-02-13_att-asm.html
1•tosh•8m ago•0 comments

Don't Add AI to Your App – Add Your App to AI

https://maalla.dev/posts/dont-add-ai-to-your-app/
1•jari_mustonen•9m ago•0 comments

Linux kernel 7.0 abandons the 28-year-old Intel 440BX chipset

https://www.tomshardware.com/software/linux/linux-kernel-7-0-finally-abandons-intel-440bx-edac-dr...
1•teleforce•11m ago•0 comments

Delivery van 'stuck on deadliest mudflat footpath'

https://www.bbc.co.uk/news/articles/cn9e32yv9g5o
1•zeristor•11m ago•1 comments

(Ars) Editor's Note: Retraction of article containing fabricated quotations

https://arstechnica.com/staff/2026/02/editors-note-retraction-of-article-containing-fabricated-qu...
5•bikenaga•11m ago•1 comments

Death of the Certified Expert

https://maalla.dev/posts/death-of-the-certified-expert/
1•jari_mustonen•11m ago•0 comments

Ubuntu and other distros on Android are AMAZING

https://matbm.net/posts/ubuntu-on-android/
1•MatMercer•14m ago•0 comments

Shipping Htmx in Production (A Post-Mortem)

https://enriquebruzual.substack.com/p/speeding-up-a-lead-qualifying-saas
1•enz•17m ago•0 comments

My Courses Site Is Moving to a New Home

https://blog.miguelgrinberg.com/post/my-courses-site-is-moving-to-a-new-home
2•nomdep•24m ago•0 comments

Experiments with Voice Control on Linux

https://blog.ricky0123.com/blog/voice/
1•ricky0123•25m ago•0 comments

Weekly Claw: OpenClaw community's weekly voice chat. 2/15 4PM ET

https://www.wetheclaw.org/
2•fractalnetworks•25m ago•1 comments

Goodbye Solar Panels: This Tiny Wind Turbine Is Perfect for Mobile Power

https://www.bgr.com/2093511/tiny-wind-turbine-mobile-portable-energy/
2•thelastgallon•29m ago•0 comments

The Sweet Lesson of Neuroscience

https://asteriskmag.com/issues/13/the-sweet-lesson-of-neuroscience
1•yorwba•30m ago•0 comments

A retrospective on 9 months with coding agents

https://bertolami.com/index.php?engine=blog&content=posts&detail=cost-effective-agentic-coding
3•freshtake•31m ago•0 comments

Researchers find nitrogen boost spurs faster tropical forest growth

https://news.mongabay.com/2026/01/blew-us-away-researchers-find-nitrogen-boost-spurs-faster-tropi...
1•PaulHoule•33m ago•0 comments

Measuring Nighttime Light Exposure Across Major European and US Cities

https://geoform.io/cities-that-never-sleep/
1•jmech•33m ago•1 comments

Ask HN: Share your vibe coded project

1•firefoxd•34m ago•2 comments

The Neuro-Data Bottleneck: Why Neuro-AI Interfacing Breaks the Modern Data Stack

https://datachain.ai/blog/neuro-data-bottleneck
1•gptguy•34m ago•0 comments

WP Multitool Find what's slowing your WordPress. Fix it

https://wpmultitool.com/
1•taubek•35m ago•0 comments

Radio host David Greene says Google's AI podcast tool stole his voice

https://www.washingtonpost.com/technology/2026/02/15/david-greene-google-ai-podcast/
1•mikhael•36m ago•0 comments

Ask HN: What's the best realtime, local, TTS solution? Live call interpretation

2•Wright007•36m ago•1 comments

AI film school trains next generation of Hollywood moviemakers

https://www.reuters.com/business/media-telecom/ai-film-school-trains-next-generation-hollywood-mo...
4•devonnull•36m ago•0 comments

Show HN: Djevops – A CLI tool for hosting Django on bare metal

https://github.com/mherrmann/djevops
1•mherrmann•37m ago•0 comments