The World in the Words: How Language Models Construct Reality
Language is civilization's compressed model of reality. When machines master its patterns, they reconstruct the world.
Read →AI writes the code. You make the decisions.
Arbiter teaches the craft of judgment: directing AI systems, verifying their output, and shipping real products.
Explore workshops →The Arbiter Method
Always Ask the AI First
Your default posture is delegation. Before you write code, before you research, before you draft: externalize the task to an agent.
Work in Extreme Parallelism
One agent is a bottleneck. Many agents are a system. Run competing approaches simultaneously. Compare outputs.
Make the Smallest Change Possible
Every change is a potential break. Reduce blast radius. Break work into minimal deltas. Verify thoroughly.
From the blog
Meet werk
The open-source tool for running AI agents in isolated, disposable sandboxes. Built for the Arbiter Method.
Learn more at werk.fast →