NUM_WEIGHT_TENSORS expanded for 8 VSN bottleneck + 8 GLU gate tensors. Q-attention (624 params), selectivity (257 params) in separate buffers. Liquid tau: 4 pinned device-mapped floats for per-branch modulation. VSN/GLU scratch buffers allocated for forward/backward. 6 CUDA kernel functions loaded from experience_kernels cubin. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>