Human authority at the center

The role of automation is to improve human judgment, not to make accountability disappear.

Validation

Humans confirm high-impact conclusions, resolve ambiguity and approve actions where policy or risk requires explicit authority.

Correction

A correction should update more than the final output. It should identify the affected claim, preserve the previous state and record the reason for change.

Learning

Validated corrections can become experience memory. This allows the system to improve retrieval, evaluation and escalation without treating every output as unquestioned truth.