An agent can accelerate exploration, implementation, testing and review. It can also multiply inconsistency when it works without contracts, evidence or clear boundaries.

Responsible adoption needs isolated environments, TDD, cross-validation, decision traceability, security controls and explicit human accountability.

The goal is not to produce more changes. It is to shorten the time between a hypothesis and a stable capability in the user’s hands.