Agents & Autonomy

Keep delegated authority and approval outside model-generated text, and test the boundary with adversarial inputs.

Bound a tool loop, distinguish failure from uncertainty, and recover without duplicating external effects.

Choose where a model may decide, which tools it may use, and which actions still require human review.