Constant transparency shortens the time between hello and trust™

A system principle: publish assumptions, expose downside, document outcomes. When nothing is hidden, trust forms faster — and decision-making improves.

Transparency isn't a vibe. It's a method: show the math, show the data source, show the model, and invite verification.