Minimum Effective Dose

Do enough to learn what matters. Build one complete path, resist speculative scope, and let evidence determine the next investment.

Lead With Problems

A problem statement is not enough. Ownership, authority, and accountability have to follow it.

Harmony

How Socrates keeps a specification coherent as its assumptions change.

Close the Loop

What control theory and Unix taught me about building with AI