
Capable Agents Need a Containment Contract
Why capable agents need enforceable limits on execution, network reach, credentials, identities, tools, approvals, persistence, and revocation.
An archive of decisions, failures, changes, and shipped work. The record stays useful by keeping the sequence—and the limits—visible.

Why capable agents need enforceable limits on execution, network reach, credentials, identities, tools, approvals, persistence, and revocation.

Why an evaluation result only becomes a governance control when it is tied to decision ownership, operational consequences, safeguards, and a defined route to reconsideration.

A product becomes more legible when it states who may decide, what may persist, and what remains valid when normal conditions fail.

AI assistance should be visible, but contribution, judgment, evidence authority, and accountability still need separate attribution.

An evaluation stops being harmless test scaffolding when its environment can translate model behavior into real effects.