principle / active
Measure, Benchmark, Human Review
Every important capability needs a baseline, falsifiable measure, versioned result, trade-off, and Human Review boundary.
Important systems advance through evidence, not vocabulary:
Baseline -> Change -> Measure -> Result -> Trade-off -> Next Action
Human Review remains mandatory for visibility, permissions, production, capital, credentials, and irreversible actions.