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"Rewrote §3.3 + Q21 debate convergence: replaced Banach contraction story with proper consensus dynamics framework (Perron-Frobenius for linear averaging, fixed-point set for non-linear softmax case, ...
"§4.4 router gradient formula: only diagonal softmax derivative shown, missing full Jacobian with off-diagonal -p_i*p_l cross terms and the renormalization Z dependency", "§3 capacity code uses int() ...
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