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Phase 1 chiusa con tutti i 5 hard gate passati (run phase1-real-005): - Loop converge: 3 gen consecutive crescita median 0.0001 -> 0.0188. - Parse success: 100% (98/98) grazie a JSON grammar. - Top-5 vs median: 1116x ratio (top-1 fit 0.3347 vs median 0.0003). - Entropy fitness: 0.914 a gen 9 (sopra soglia 0.5). - Cost: $0.069 reale vs $700 cap. Decision: GO Phase 2 con 3 aggiustamenti (Adversarial soglie piu' strette, speciation di base, walk-forward 70/30). Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>