Root causes: entropy regularizer dead code, noisy nets disable epsilon, diversity penalty calibrated for 3 actions not 45. Fixes: wire entropy into loss, fix normalization, epsilon floor for noisy nets, sigma scheduling, UCB count-based bonus. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>