# Self-Improvement

Experiment: resource-aware admission vs unconstrained scheduling. Held-out tasks: lease failure and throughput.
Measured baseline 0.2 → candidate 0.9, delta **+0.7**, external approver `operator:e72`, immutable history verifies.
No production promotion; no governance component modified.