3 CUDA kernels (forward, apply, backward), NUM_WEIGHT_TENSORS 64→68, per-sample CVaR alpha + commitment lambda, separate Adam, ~33K params. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
3 CUDA kernels (forward, apply, backward), NUM_WEIGHT_TENSORS 64→68, per-sample CVaR alpha + commitment lambda, separate Adam, ~33K params. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>