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'high_topological_error_0.88']", " Failure indicators (fim) : 2 — ['dead_neuron_rate_high_0.56', 'neighborhood_crossing_severe']", "", " ─── ATIVAÇÃO DE NEURÔNIOS (Conscience Mechanism) ───", " Neurons ativos (BMU): 11/864 → 112/864", " Uniformity score (fim): 0.0579 (1.0 = perfeitamente uniforme)", " Conscience bias mean/std: 0.000000 / 0.000139 (deve tender a 0)", " Win count max/mean: 385 / 96.09", "", " ─── TAXA DE APRENDIZADO (Kohonen schedule) ───", " α_t (learning rate): α₀=0.5000 → α_t=0.001000 (floor=0.001, decai em exp(-t/2000))", " σ_t (neighborhood) : σ₀=4.0000 → σ_t=0.100000 (floor=0.1, decai em exp(-t/1000))", " SOM t (updates) : 24600", "", " ─── ESTATÍSTICAS DE PUNIÇÃO ───", " Total punishment events: 20", " Hypotheses trainings : 10", " Delta applications : 10", " Delta success rate : 0.00% (0/10 melhoraram acurácia)", " Loss inicial primeira chamada: 0.000001", " Loss inicial última chamada : 0.715933 → final: 0.715933", "", " ─── HIPÓTESES (configuração final) ───", 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