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Get Started Free →Apply when tempted to ask 'should I do X?' on reversible work. Proceed, present the result, let the human course-correct after the fact; reserve confirmation for irreversible actions.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 549% | 0% |
| case-01 | ✓→✗ | ▼ Worse | -32% | 0% |
| case-07 | ✓→✗ | ▼ Worse | -23% | 0% |
| case-09 | ✓→✗ | ▼ Worse | -53% | 0% |
| case-19 | ✓→✗ | ▼ Worse | -50% | 0% |
The human supervises asynchronously. Agents must stay unblocked: make reasonable decisions, proceed, and let the human course-correct after the fact. Code is cheap. Waiting is expensive.
Why: Every permission pause stalls the pipeline and makes the human the bottleneck. Since code changes are reversible and reviewable, a wrong decision usually costs less than blocking.
Pattern:
Boundaries:
Other measured skills in the registry, with their headline benchmark lift.