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2026-03-23Add Phase 2 explore experiments: synthetic nonlinearity ladder + CIFAR depth ↵YurenHao0426
scan - synth_nonlinearity_ladder.py: teacher-student with phi_alpha(z) = (1-a)z + a*tanh(z) Sweeps alpha x depth to find where state bridge / credit bridge fail - cifar_depth_scan.py: CIFAR-10 with L={2,4,6,8,12}, d={256,512} Finds Goldilocks regime for credit bridge vs DFA - plot_synth_ladder.py: phase diagram visualization Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>