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Earn autonomy

Increase agent freedom only when detection, rollback, budget, and escalation improve with it.

Principle

Autonomy is earned by verification and reversibility, not granted by confidence.

01 · Production stories

See the failure before the pattern

02 · Put it to work

Copy the control, then adapt it

03 · Proof

What this pattern is grounded in

Proof items describe real findings or working controls. Sanitized and reconstructed examples say so explicitly. They are evidence for the lesson, not universal guarantees.

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