LESSON 198 / 215·2 min readAdvanced

Where is human approval required?

ReferenceReference guide
01 Understand02 Recall03 Prepare
  • Determine impact, ambiguity, consent, reversibility, and organizational authority.
  • Approval must show the concrete action and bind to its version/hash, actor, scope, and expiry.
  • Recheck current rules at execution; a long wait can invalidate earlier assumptions.

Avoid approval fatigue: routine reads need not all require clicks; consequential writes and genuine exceptions need the right review. Model-generated “approved” text is never an approval record.

PAUSE & RECALL

Can you explain it without the notes?

Where is human approval required?

Use your own words. Explain an example and one limitation before checking the explanation.

Check your explanation

Determine impact, ambiguity, consent, reversibility, and organizational authority. Approval must show the concrete action and bind to its version/hash, actor, scope, and expiry. Recheck current rules at execution; a long wait can invalidate earlier…

CONNECT IT TO YOUR INTERVIEW

Turn this concept into a clear answer.

Practice this concept
YOUR NEXT STEP

Keep connecting the ideas.

Next lesson: How do I secure it?

Adapted from 13_AI.MD · “7. Where is human approval required?”. Examples are study fragments; framework behavior can depend on your version.