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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

IPv6 Address Assignment

https://lpar.ATH0.com/posts/2026/02/ipv6-address-assignment/
1•todsacerdoti•2m ago•0 comments

Take Off

https://benn.substack.com/p/take-off
1•MindGods•5m ago•0 comments

Show HN: Late – A subagent orchestrator TUI for local LLMs (Go/Linux)

https://github.com/mlhher/late
1•mhher•8m ago•1 comments

My Life as a GitLab instance: How I use GitLab to manage almost everything

https://www.iduoad.com/posts/life-as-gitlab/
1•iduoad•11m ago•0 comments

The Reason Robotics DevOps Is Failing to Scale

1•ajime•11m ago•0 comments

Grandson of Reese's PB Cup inventor accuses Hershey of replacing ingredients

https://www.cbsnews.com/news/hershey-reeses-peanut-butter-cup-ingredients-grandson-brad-reese/
1•randycupertino•11m ago•0 comments

The Easiest Price Drop Alert Engine -No Signup. No Browser Extensions. No Apps

https://www.pricedropnotifications.com/
2•HNCATCH•12m ago•0 comments

JSON library might be your most expensive dependency

https://kmaliszewski9.github.io/scala/2026/02/20/jsoniter.html
1•kmaliszewski•12m ago•0 comments

The Flawed Paper Behind Trump's $100k H-1B Fee

https://eig.org/the-flawed-paper-behind-trumps-100000-h-1b-fee/
1•johntfella•12m ago•0 comments

EFF's Policy on LLM-Assisted Contributions to Our Open-Source Projects

https://www.eff.org/deeplinks/2026/02/effs-policy-llm-assisted-contributions-our-open-source-proj...
2•leephillips•12m ago•0 comments

New Android App: Weel – GPS and Dashcam

https://play.google.com/store/apps/details?id=live.weel&hl=en_US
1•OczyCzarne•15m ago•0 comments

Do You Back into a Parking Spot or Back Out?

https://www.nytimes.com/2026/02/21/style/parking-backing-in-headfirst.html
2•bookofjoe•15m ago•2 comments

The Nekonomicon – Nekochan.net Archive, Updated

http://nekonomicon.irixnet.org/
2•ThatGuyRaion•22m ago•1 comments

Extinct Code Grew Leopard Spots: AI-assisted evolution of a 90s screensaver

https://psychodeli.com/inside_the_math/
2•andyed•23m ago•1 comments

Trump raises tariffs to 15% day after Supreme Court ruling

https://www.bbc.co.uk/news/articles/cn8z48xwqn3o
10•rwmj•24m ago•2 comments

Build an LLM from Scratch in Max

https://llm.modular.com/
1•nojito•25m ago•0 comments

Slide rule simulator teaches you how to calculate the old-fashioned way

https://hackaday.com/2026/02/18/sliderule-simulator-teaches-you-how-to-do-calculations-the-old-fa...
1•iamwil•31m ago•0 comments

Show HN: AI Dev Hub. 100 free dev tools (all client-side, no signup, no ads)

https://aidevhub.io/
1•orbydx•33m ago•0 comments

Speaking of OpenClaw – OpenClaw news feed with RSS

https://deadstack.net/tag/openclaw
1•dreadsword•33m ago•0 comments

The "Enshittification" of Consumer Products

https://littlegreensteps.substack.com/p/the-enshittification-of-consumer
6•n2parko•33m ago•1 comments

How far back in time can you understand English?

https://www.deadlanguagesociety.com/p/how-far-back-in-time-understand-english
4•jger15•34m ago•0 comments

Beacon Protocol – Agent-to-Agent Communication Protocol

http://50.28.86.131:8070/beacon/
1•AutoJanitor•36m ago•1 comments

Show HN: Uaryn – Smart invoicing that learns when your clients pay

https://uaryn.com
2•YurGrhm•41m ago•0 comments

Experimental Testbed and Measurements for Multi-Constellation LEO Positioning

https://www.mdpi.com/2673-4591/126/1/12
1•PaulHoule•42m ago•0 comments

The Illegibility Arbitrage

https://twitter.com/NeelChhabra/status/2024757934488743997
1•jger15•42m ago•0 comments

Coda-GQA-L Bounded Memory Differential Attention with Value-Routed Landmark Bank

https://huggingface.co/blog/anthonym21/coda-gqa-l-attention
1•ZeroCool2u•43m ago•0 comments

Show HN: Port Collision Radar – menubar app that monitors your TCP ports

https://github.com/fran-mora/port-collision-radar
1•fran-mora•45m ago•0 comments

Refactoring Slop

https://elijahpotter.dev/articles/refactoring-slop
1•chilipepperhott•45m ago•1 comments

Networking Is a Black Box, We Used eBPF to Open It

https://blog.railway.com/p/network-flows-in-railway
1•abhi_kr•46m ago•0 comments

Accelerating Science with AI and Simulations

https://news.mit.edu/2026/accelerating-science-ai-and-simulations-rafael-gomez-bombarelli-0212
2•bentobean•46m ago•0 comments