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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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

A Decline in Churchgoing Led to a Rise in 'Deaths of Despair'

https://studyfinds.org/churches-kept-americans-alive-states-made-a-decision/
1•pfrrp•2m ago•0 comments

Talk about Cooperation

https://lee-notion-blog-psi.vercel.app/article/2d63e9e4-833e-802d-b2bc-cf3213802693
1•MuziLee•6m ago•0 comments

Where scrollbars are clicked, and why [pdf]

https://link.springer.com/article/10.1186/s41235-024-00551-z
1•thunderbong•8m ago•0 comments

Rust Errors Without Dependencies

https://vincents.dev/blog/rust-errors-without-dependencies/
1•vsgherzi•10m ago•0 comments

Poor Charlie's Almanack: The Essential Wit and Wisdom of Charles T. Munger

https://www.stripe.press/poor-charlies-almanack
1•vinhnx•11m ago•1 comments

Gertrude Stein Style Training

https://muratcankoylan.com/projects/gertrude-stein-style-training/
1•vuciv•12m ago•1 comments

Show HN: Supabase Auth Site – An out-of-the-box auth site powered by Supabase

https://github.com/saltbo/supabase-auth-site
1•saltbo•18m ago•0 comments

Show HN: Laravel Brick Money Package

https://github.com/devhammed/laravel-brick-money
1•Horlahcoded•23m ago•1 comments

Boris Cherny on Claude Code a Year In

https://twitter.com/bcherny/status/2004887829252317325
1•doppp•33m ago•1 comments

Show HN: PineCone – A bundler for splitting PineScript into multiple files

2•claudianadalin•37m ago•0 comments

Skill for Vue/React refactoring driven by VHO analysis

https://github.com/zcf0508/vue-hook-optimizer/blob/master/packages/mcp/refactor_prompt_en.md
1•huali•39m ago•0 comments

Show HN: Relay – Connect Claude Desktop and Claude Code via MCP

https://github.com/mhcoen/mcp-relay
1•mhcoen•39m ago•0 comments

How Booking.com Works

https://www.booking.com/content/how_we_work.en-gb.html
1•nomilk•41m ago•0 comments

An AI pioneer says the technology is 'limited' and won't replace humans soon

https://www.nbcnews.com/tech/innovation/andrew-ng-says-ai-limited-wont-replace-humans-anytime-soo...
3•nis0s•42m ago•1 comments

Dialtone – AOL 3.0 Server

https://dialtone.live/
2•rickcarlino•42m ago•0 comments

Union Pacific 4014

https://en.wikipedia.org/wiki/Union_Pacific_4014
3•bob1029•46m ago•1 comments

AI skeptic DeSantis: 'We have to reject that with every fiber of our being'

https://www.politico.com/news/2025/12/27/we-have-to-reject-that-with-every-fiber-of-our-being-des...
3•mitchbob•48m ago•2 comments

The story of pantomime

https://www.vam.ac.uk/articles/the-story-of-pantomime
2•1659447091•53m ago•0 comments

Nvidia deal a big win for Groq employees and investors

https://www.axios.com/2025/12/28/nvidia-groq-shareholders
4•wmf•56m ago•1 comments

Still Bother to Learn to Program

https://jeffmorhous.com/learn-to-program-with-ai/
3•wordsaboutcode•58m ago•0 comments

Ask HN: HN Blocks Sites Like Fox News?

2•silexia•59m ago•13 comments

Scripts Stats

https://vermaden.wordpress.com/2025/12/28/scripts-stats/
1•vermaden•1h ago•0 comments

Building the Monolith: Composable Rendering Systems for a 13-Scene WebGL Epic

https://tympanus.net/codrops/2025/11/29/building-the-monolith-composable-rendering-systems-for-a-...
1•PaulHoule•1h ago•0 comments

Acquacotta – A Pomodoro system using Google Sheets as a database

https://github.com/fatherlinux/Acquacotta
1•fatherlinnux•1h ago•1 comments

Cursed Bundler: Using Go Get to Install Ruby Gems – Andrew Nesbitt

https://nesbitt.io/2025/12/25/cursed-bundler-using-go-get-to-install-ruby-gems.html
1•hboon•1h ago•0 comments

The Boss Who Gave His Employees a $240M Gift

https://www.wsj.com/business/fibrebond-eaton-bonus-walker-30844d62
3•sebmellen•1h ago•2 comments

Show HN: A 12KB Deterministic AI Kernel for Robotics (bestbrain-core)

https://codeberg.org/ishrikantbhosale/bestbrain-core
1•setmd•1h ago•2 comments

Timeline for your Apple Devices – stored locally

https://github.com/kennym/find-my-timeline
2•hellokenny•1h ago•1 comments

Resisting Authoritarianism in Today's Classrooms

https://www.laprogressive.com/education-reform/resisting-authoritarianism
1•hkhn•1h ago•0 comments

Radial Hyperbolic Architecture – 37D golden-ratio lattice in Poincaré disk

https://github.com/robertjeffrey1236/Radial-Hyperbolic-Architecture-Prototype
1•Robertjeffrey12•1h ago•0 comments