STAS (arXiv 2603.17825) sets massive-activation channels on frame 0 and frame edges to alpha x peak at one block over the first 40% of steps. Rating-learned dials now share rated_dial.py. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>