entropy_coeff ramps when atom utilization EMA drops below 50%.
Linear ramp: 0 extra at 50%+, 1× base_entropy extra at 0%.
Prevents distributional collapse 100%→20% observed in train-vpb4w.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>