plan: Supervised Architecture Transfer — 9 tasks, 7 components
Task 1: 7 CUDA kernels (quantile, graph, KAN, diffusion, OFI concat)
Task 2: Quantile Q-select (replaces epsilon-greedy, zero params)
Task 3: Graph message passing (4 directed edges, 60 params)
Task 4: KAN spline gates (replaces sigmoid, 9,216 params)
Task 5: Diffusion Q-refinement (3-step denoise, 2,772 params)
Task 6: TLOB microstructure injection (widen order/urgency FC)
Task 7: xLSTM temporal context (CPU matrix memory, 528 params)
Task 8: RK4 adaptive ODE (replaces Euler in liquid tau)
Task 9: Build verification + smoke tests
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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