Writings

Essays for AI-assisted teams trying to stop starting cold.

Field notes on context debt, reviewed team memory, and the habits that help AI-assisted teams preserve what they learn.

2026-05-16

Context Debt Is The Hidden Tax On AI-Assisted Teams

Why scattered, stale, and unreviewed team context gets more expensive when AI agents start acting on it.
Start with the core essays, then use the products and framework pages when you are ready to put the pattern into a repo.