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Mark's Magic Multiply

https://wren.wtf/shower-thoughts/marks-magic-multiply/
1•luu•1m ago•0 comments

Give Your Agent a Canvas, Not Just a Chatbox

https://create0.ai
1•enha•3m ago•0 comments

The Great GPU Shortage: H100 Rental Prices Up 40%

https://newsletter.semianalysis.com/p/the-great-gpu-shortage-rental-capacity
1•alecco•4m ago•0 comments

Due Diligence Framework Before Your Business Commits to Open Source

https://groundblue.gumroad.com/l/nlzhlx
1•elsadek•5m ago•0 comments

Show HN: I missed my terminal so I rebuilt email

https://tallyman.io
3•Mechse•6m ago•0 comments

AIYO Wisper – Local voice-to-text for macOS (WhisperKit, open source)

https://github.com/Aiyo28/aiyo-wisper
1•Aiyo28•10m ago•0 comments

What We Learned Building a Rust Runtime for TypeScript

https://encore.dev/blog/rust-runtime
1•vinhnx•11m ago•0 comments

Rust terminal projects in 3 years

https://blog.orhun.dev/800-rust-projects/
1•vinhnx•12m ago•0 comments

How AI Is Reimagining the Game of Golf–For Both Players and Courses

https://www.wsj.com/sports/golf/ai-in-golf-technology-impact-4122d0e1
2•thm•14m ago•0 comments

The tragedy of leisure

https://www.ft.com/content/b91b739e-2164-463c-a8e0-54b59650a9f9
2•pramodbiligiri•22m ago•0 comments

State of Utopia passes its first law

https://stateofutopia.com/laws/1/law1.html
1•logicallee•23m ago•2 comments

EU fingerprint and photo travel rules come into force

https://www.bbc.co.uk/news/articles/c39rkpe8mj2o
3•zeristor•23m ago•0 comments

Umeshism

https://scottaaronson.blog/?p=40
2•yawboakye•23m ago•0 comments

Artemis II is competency porn

https://lizplank.substack.com/p/artemis-ii-is-competency-porn-and
2•jgrodziski•29m ago•0 comments

Why you need to replace your native macOS screenshot app?

https://snapkeep.webytes.net/
1•Mohamm6d•29m ago•1 comments

Automated Browser Testing with MCP

https://en.wikipedia.org/wiki/Test_automation
2•jacksonkasi•34m ago•0 comments

Kaze Emanuar: Illegal 3D Rendering Techniques (N64) [video]

https://www.youtube.com/watch?v=xIUkoUEMf_g
1•tnelsond4•37m ago•0 comments

Picasso's Guernica (Gigapixel)

https://guernica.museoreinasofia.es/gigapixel/#3/63.11/-120.59
1•guigar•37m ago•0 comments

Show HN: LSM Trees: MemTable, Compaction, and the Amplification Triangle [video]

https://www.youtube.com/watch?v=rOC7jkN748w
1•rcron•37m ago•0 comments

France's government is ditching Windows for Linux, says US tech a strategic risk

https://www.xda-developers.com/frances-government-ditching-windows-for-linux/
4•pabs3•39m ago•1 comments

Reverse Engineering File Format Steganography Chain of the TeamPCP Attack

https://husseinmuhaisen.com/blog/reverse-engineering-teampcp-telnyx-file-format-chain/
1•husseinmuhaisen•40m ago•1 comments

GazeFollow from Scratch

https://github.com/aldipiroli/GazeFollow_from_scratch/tree/main
2•tgnk2341•40m ago•0 comments

Incremental Compilation with LLVM

https://ziglang.org/devlog/2026/#2026-04-08
1•birdculture•42m ago•0 comments

I built a skill manager for AI agents. The agents install the skills themselves

https://github.com/nattergabriel/reseed
3•eterer•43m ago•1 comments

I built a programming language in 6 days without writing a single line of code

https://github.com/Quynah/ape-lang
1•Quynah•44m ago•1 comments

Digital World Statistics in Real Time

https://anythingcounter.com
1•digitalofen•44m ago•0 comments

Pizza Tycoon Deluxe Bundle

https://store.steampowered.com/bundle/6361/Pizza_Connection__Deluxe/
1•doener•58m ago•0 comments

Scoop: Microsoft Is Pausing Carbon Removal Purchases

https://heatmap.news/carbon-removal/microsoft-carbon-removal-pause
4•doener•59m ago•1 comments

Claude API Error: 529

4•anujbans•1h ago•1 comments

Tomato – Visual DAG editor for NixOS configurations

https://github.com/thatsme/Tomato
2•alessio66•1h ago•1 comments
Open in hackernews

Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•11mo ago

Comments

anuragdt•11mo 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•11mo 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•11mo 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