You win when
You wake up to useful work that happened because AI recognized it needed doing.
A RE+SHAPE Play
Related plays
Never Automate Work You Haven't Learned to Delegate
Prove AI can perform the job when explicitly assigned before removing the human from initiation.
Manage by Exception
Routine state transitions proceed under policy; humans receive exceptions, disagreements, low-confidence cases and decisions.
Give AI Initiative
Responsibility becomes initiative. AI acts because state requires it, not because you remembered to ask.
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