# Will Chen

> Expanding human agency through computational thinking.

## About

Will Chen builds tools and frameworks that expand human agency through computational thinking. The core thesis: computation is the universal language for describing mechanisms—like category theory for mathematics, but for mental models and thought.

## Current Work

Running Idyllic Labs: an independent research lab for programmable intelligence. Designing composable primitives and legible representations for malleable AI systems.

## Key Theses

- Computation as Core Language: Why computational thinking applies to everything from physics to personal behavior
- Ladder of Agency: How agency climbs through demonstrated mastery, not granted permission
- Moralizing vs Mechanistic: Why "lazy" is debugging failure, not character flaw
- Signal Boosting: The fundamental algorithm: generate → evaluate → select

## Projects

- Idyllic Labs: Independent research lab for programmable intelligence (https://idyllic.so)
- Elements of Agentic System Design: Decomposing intelligent behavior into code primitives
- Mechanistic Mindset: A wiki on computational self-engineering (https://mechanisticmindset.com)
- AI Organs: Local-first AI tools and agentic workflows for human augmentation

## Writing

- OpenClaw Through the 10 Elements Lens: A technical decomposition of the viral AI agent. (https://wcdc.io/writing/openclaw-vs-cc)
- State Space Explosion: The combinatorial unease that builds when AI expands possibilities faster than you can prune them. (https://wcdc.io/writing/state-space-explosion)
- The era of intelligence design: From prompt engineering to system architecture: a two-year journey. (https://wcdc.io/writing/intelligence-design)
- Prose is free now: How to make sure people get value from your AI-generated content. (https://wcdc.io/writing/substantives)
- How I Broke Down the Process of Writing a Book with LLMs: What compilers can teach us about AI generation workflows. Generation is compilation: the quality of your output is limited by the quality of your intermediate representation. (https://wcdc.io/writing/how-i-broke-down-writing-with-llms)
- What is an Agent?: Agent is whatever you define it to be, because it's actually all just system design. (https://wcdc.io/writing/what-is-an-agent)

## Links

- Website: https://wcdc.io
- Writing: https://wcdc.io/writing
- GitHub: https://github.com/ouiliame
- Twitter: https://x.com/stablechen
- LinkedIn: https://www.linkedin.com/in/will-chen-3a71ba16b/

## Contact

- Twitter DM: https://x.com/stablechen
- Email: will@wcdc.io

## Full Content

For complete blog posts and detailed content, see: https://wcdc.io/llms-full.txt