calibrate-learning-support

Adjusts AI learning support around an active task, so that the user keeps or recovers task-specific understanding, decision ownership, and verification while the work continues. Use when the user prioritizes learning, says that they cannot explain or evaluate AI-produced work, asks to keep their understanding while they delegate, or continues after an understanding checkpoint.

License

MIT