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{"type":"item.completed","item":{"id":"item_1","type":"agent_message","text":"All weights are saved. The network is entirely hand-designed—no training or search.\n\nIts ReLU layers implement:\n- Local liberty counting and group-safety propagation, strengthened by connected 2×2-block certificates.\n- Capture and rescue priorities.\n- Strong self-atari and eye-filling penalties.\n- Connection, blocking, contact-fighting, and crowding preferences.\n- A center opening and conservative passing.\n\nFinal validation:\n- **Strong:** 94/128 wins — **73.4%**\n- **Weak:** 59/64 — **92.2%**\n- **Random:** 63/64 — **98.4%**\n\nI expect its tactical discipline and connected fighting shapes to generalize reasonably well. Long-range life-and-death and repetition cycles remain its main weaknesses."}}
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