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{"type":"item.completed","item":{"id":"item_1","type":"agent_message","text":"All 14 tensors are saved.\n\nThe hand-coded, symmetry-preserving policy combines approximate group-liberty propagation, captures, connected-group rescues, self-atari and eye avoidance, and ko/snapback risk suppression. A third-line framework and territorial influence guide ordinary moves; Black passes less readily because of komi. No training or search was used.\n\n**Final unchanged network’s practice results:**\n- Strong: **1,667/2,000 — 83.35%**\n- Weak: **300/304 — 98.68%**\n- Random: **128/128 — 100%**\n\nIts strength comes from tactical discipline and preserving territory rather than filling eyes or making risky recaptures. Hidden-opponent performance remains unmeasured."}}
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