Human Governance vs AI Production Boundary

Defines the permanent separation between human governance and AI execution to prevent structural drift.

Core rule

Humans control personas, constraints, schemas, thresholds, and architectural changes; AI generates rows and pages only within those fixed definitions.

What this is

Defines the permanent separation between human governance and AI execution to prevent structural drift.

Structural problem

Without a fixed boundary, incremental edits and generation variance erode invariants.

Tradeoff

Improvisation and out-of-scope optimization are disallowed.

Failure mode before

Constraint mapping diverges, schemas fragment, gates lose consistency, and determinism breaks.

Structural impact

All evolution occurs through explicit architectural revision, never through generator behavior.