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Dynamic Difficulty for Agents: Scaling Autonomy as Trust Increases
AI autonomy should scale by task risk and demonstrated reliability, not by user attachment or raw usage, with permissions expanding only through evidence and easy rollback.
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AI autonomy should scale by task risk and demonstrated reliability, not by user attachment or raw usage, with permissions expanding only through evidence and easy rollback.
Human approval gates should sit before consequential agent actions, combining explicit risk boundaries, concise context, and resumable state without turning every step into confirmation fatigue.