Ship outputs at the viability threshold rather than

Why This Is a Principle

Derives from Learning occurs when outcomes differ from predictions, (learning requires prediction error) and Single-loop learning adjusts actions within existing (double-loop learning questions assumptions). This prescribes shipping early to generate learning signals rather than perfecting in isolation—it's a production strategy grounded in how learning actually occurs.