Governance

Governance begins where behavior becomes impossible. UPIA is designed to protect human agency in environments of increasing automation. Core principles: Human oversight is mandatory UPIA does not execute autonomous actions Decisions are supported, not automated Critical actions require human confirmation Transparency and accountability are built into system behavior UPIA is not designed to replace human judgment — it is designed to protect it.