“Nearly every change gets automated review, a person still approves what merges, and it’s up to that person to decide how deep to go.”

“A reviewer who approves agent actions for 3 hours straight stops being a safeguard and becomes an expensive rubber stamp.”

“The agent could generate or refine a template, but it could never save, publish, or execute one.”

“Whether a request comes from a user, the automated scheduler, or an agent, the same Schedule Action type is used, including the same validation and commit process.”

“Measure cost per unit of finished, verified work, make usage visible by feature or team, and choose the model as a configuration decision from the start.”