Chapter 19 · Part 3: Planning, autonomy, and orchestration

Human-in-the-Loop Failure Modes

Rubber-stamping and incomplete context defeat approval theater.

Frameworks: NIST AI RMF

Layers: planning · execution

Public practitioner doctrine. Free doctrine. Open knowledge. Paid enforcement.