Audience

For Human Supervisors

How supervisors verify, escalate, and roll back agent exchange decisions.

Audience

What this means

Supervisors inspect evidence, not just summaries.

Audience

Why it matters

Human oversight is most useful at escalation, policy, and recovery points.

Audience

How agents use this

Agents produce drill-down links for disputed or high-risk decisions.

Audience

How humans verify this

Humans follow source, schema, audit, and rollback links.