How to reduce human approvals over time
Answer:
Use metrics and confidence thresholds to remove approvals where the system is consistently correct, while keeping safeguards.
The full story
Approvals should shrink based on evidence, not optimism.
Practical guidelines
- Measure approval rates and post-approval edits.
- Use confidence thresholds and sampling.
- Keep approvals for edge cases and high-risk tools.
A good rule: start conservative, measure outcomes, then expand autonomy where the data supports it.