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Show HN: CodeLeash: framework for quality agent development, NOT an orchestrator

https://codeleash.dev/
2•cadamsdotcom•1h ago
Hi HN,

I built my first project using an LLM in mid-2024. I've been excited ever since. But of course, at some point it all turns into a mess.

You see, software is an intricate interwoven collection of tiny details. Good software gets many details right; and does not regress as it gains functionality.

My bootstrapped startup, ApprovIQ (https://approviq.com) is trying to break into a mature market with multiple fully featured competitors. I need to get the details right: MVP quality won't sell. So I opted for Test-Driven Development, the classic red/green/refactor. Writing tests that fail - then making them pass - forces you to document in your tests every decision that went into the code. This makes it a universal way to construct software. With TDD, you don't need to hold context in your head about how things should work. Your software can work as intricate as you like and still be resilient to regression. Bug in a third-party dependency? Get a failing test, make it pass. Anyone who undoes your fix will see the test fail.

At the same time as doing TDD with Claude Code, I also discovered that agents obey all instructions put in front of them! I started to add super-advanced linting: architectural guideline enforcement, scripts that walk the codebase's AST and enforce my architecture, I even added one that enforces only our brand colors in our codebase. That one is great because it prevents agents from picking ugly "AI generic" colors in frontends. Because the check blocks commits with ugly colors, our product looks way less like an AI built it - without human involvement.

In time I was no longer in the details of what the agent was building and was mostly supervising the TDD process while it implemented our product. Once that got tedious, I automated that into a state machine too.

All the ideas that now allow me build at high quality are in this repo.

This isn't your weekend vibe project. I've spent months refining the framework. There are rough edges but it's better out and rough than in hiding until perfect.

Hopefully some ideas here help you or your agent. I recommend cloning it and letting your agent have a look! And if you want to contribute please to - and if you want to get in touch, contact details in my profile.

Thanks for looking.

Google paid startup Form Energy $1B for its 30GWh, 100-hour battery

https://techcrunch.com/2026/02/26/google-paid-startup-form-energy-1b-for-its-massive-100-hour-bat...
1•epistasis•3m ago•0 comments

I stopped writing code. I only review AI-generated PRs now

https://alec.is/posts/how-i-went-from-code-reviewer-to-code-reviewer/
1•arm32•3m ago•0 comments

'Really Simple Licensing' (RSL) – Open Licensing Standard for AI Crawlers

https://en.wikipedia.org/wiki/Really_Simple_Licensing
1•evolve2k•22m ago•0 comments

The AI Transformation Framework

https://zapier.com/playbooks/ai-transformation-framework
1•swolpers•24m ago•0 comments

Shifting Security Left for AI Agents with GitGuardian MCP

https://blog.gitguardian.com/shifting-security-left-for-ai-agents-enforcing-ai-generated-code-sec...
1•umairnadeem123•24m ago•0 comments

Feature-Sliced Design

https://feature-sliced.design/
1•saikatsg•25m ago•0 comments

High Speed Rail by Country 2026

https://worldpopulationreview.com/country-rankings/high-speed-rail-by-country
1•thunderbong•27m ago•0 comments

Trend Is Concerning

https://techcrunch.com/2026/02/26/jack-dorsey-block-layoffs-4000-halved-employees-your-company-is...
1•melvinodsa•28m ago•0 comments

Show HN: I built a Chrome extension to record demo videos without editing

https://zoomflow.rovelin.com/
1•hritik7742•33m ago•0 comments

Judge says he will order Greenpeace to pay $345M in oil pipeline case

https://apnews.com/article/greenpeace-energy-transfer-dakota-access-pipeline-30bfb9939dea06f1e976...
3•e2e4•40m ago•1 comments

Model Collapse Ends AI Hype

https://www.youtube.com/watch?v=ShusuVq32hc
3•signa11•42m ago•0 comments

Research suggests mating direction bias between Neanderthals and humans

https://www.theguardian.com/science/2026/feb/26/male-neanderthals-human-females-mating-research-d...
2•uxhacker•43m ago•1 comments

Seeing Is Not Believing: Benchmarking AI Image Detectors

https://blog.succinct.xyz/ai-image-detection-benchmark/
1•ncb9094•43m ago•0 comments

Pakistan bombs targets in Afghan cities, minister calls it 'open war'

https://www.reuters.com/world/asia-pacific/pakistan-strikes-afghanistan-targets-clashes-intensify...
2•petethomas•44m ago•0 comments

How Stupid Would It Be to Put Data Centers in Space?

https://spectrum.ieee.org/orbital-data-centers
1•amaks•47m ago•1 comments

Upload 23andMe,myHeritage, Myancestry, get 1,200 GRS score and a longevity prot

1•HelixSequencing•48m ago•0 comments

Dear Time Lords: Freeze Computers in 1993

https://graydon2.dreamwidth.org/322461.html
6•zdw•56m ago•0 comments

Reduce Claude Token Usage by 50%

https://ham-pro.vercel.app/
2•Luseniik•56m ago•1 comments

Making Video Games in 2025 (without an engine)

https://www.noelberry.ca/posts/making_games_in_2025/
2•alvivar•56m ago•0 comments

How do you evaluate a person's ability to use AI?

3•imwoody•59m ago•1 comments

Secure-Massively-Multiplayer-Snake

https://eieio.games/blog/secure-massively-multiplayer-snake/
2•colinprince•59m ago•0 comments

Claude-search – grep, resume your Claude Code session history from the CLI

https://github.com/pi-netizen/claude-search
2•pi-netizen•1h ago•1 comments

Under Secretary of Defense Emil Michael Response to Dario Amodei

https://xcancel.com/uswremichael/status/2027211708201058578?s=12
4•grej•1h ago•2 comments

Green Eggs and HAM (Hierarchical Agent Memory)

https://github.com/kromahlusenii-ops/ham
3•Luseniik•1h ago•1 comments

Energym: Move the World

https://www.aicandy.be/giorgio-1
2•zdw•1h ago•0 comments

Tonka beans are illegal in the US

https://www.bbc.com/future/article/20170620-the-delicious-flavour-with-a-toxic-secret
5•valzevul•1h ago•0 comments

OpenClaw Hype: Analysis of Chatter from the Dark Web (BleepingComputer)

https://www.bleepingcomputer.com/news/security/the-openclaw-hype-analysis-of-chatter-from-open-so...
2•ildar•1h ago•0 comments

Any Website Can Take Full Control of Your OpenClaw Agent (Oasis)

https://www.oasis.security/blog/openclaw-vulnerability
1•ildar•1h ago•0 comments

Show HN: Cecil – open-source memory and identity protocol for AI

https://github.com/johnkf5-ops/cecil-protocol
1•JohnKnopf•1h ago•1 comments

New AirSnitch attack breaks Wi-Fi encryption in homes, offices, and enterprises

https://arstechnica.com/security/2026/02/new-airsnitch-attack-breaks-wi-fi-encryption-in-homes-of...
1•brie22•1h ago•1 comments