More verified cells; savings not robust.
Across 12 tasks × 2 policies × 3 timing repetitions, adaptive recorded 27/36 verified cells versus 24/36. Its frozen aggregate missed both 30% gates, and excluding one matched 60-second baseline timeout reverses all three economic comparisons.