Principlev1
Test governance changes as time-bounded pilots with defined
Test governance changes as time-bounded pilots with defined success metrics before permanent implementation, treating governance as hypothesis rather than verdict.
Why This Is a Principle
Derives from Learning occurs when outcomes differ from predictions, (learning from prediction error), Complex systems that work evolved from simple systems that (complex systems evolve from simple ones), and Single-loop learning adjusts actions within existing (single vs double-loop learning). It's methodological guidance about iterative governance that applies scientific method principles to organizational design.