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{"type":"item.completed","item":{"id":"item_2","type":"agent_message","text":"```python\nimport numpy as np\nA={n:a.copy() for n,a in dict(np.load(\"/work/policy_v6.npz\")).items()}\ndef u(ch,p): return 81*ch+p\ndef ns(p):\n    r,c=divmod(p,9)\n    return [(r+dr)*9+c+dc for dr,dc in [(-1,0),(1,0),(0,-1),(0,1)]\n            if 0<=r+dr<9 and 0<=c+dc<9]\n\n# Propagate the Boolean absence of a liberty certificate. Once complemented,\n# Boolean AND over connected neighbours requires only one ReLU.\nfor ch,color in [(2,0),(3,1),(4,0)]:\n    A[\"L3.W\"][:,81*ch:81*(ch+1)]=0\n    A[\"L3.b\"][81*ch:81*(ch+1)]=0\n    for p in range(81):\n        A[\"L3.W\"][u(color,p),u(ch,p)]=1\n        for q in [p]+ns(p):\n            A[\"L3.W\"][u(ch,q),u(ch,p)]-=1\n\nfor dst,src,color in [(4,2,0),(3,3,1),(2,4,0)]:\n    A[\"L4.W\"][:,81*dst:81*(dst+1)]=0\n    A[\"L4.b\"][81*dst:81*(dst+1)]=0\n    for p in range(81):\n        for q in [p]+ns(p):\n            A[\"L4.W\"][u(src,q),u(dst,p)]+=1\n        for q in ns(p):\n            A[\"L4.W\"][u(color,q),u(dst,p)]-=1\n\n# Channel 2 now means \"friendly stone without a three-liberty certificate\".\n# Rewrite consumers using known_safe = own_stone - weak_stone.\nw=A[\"L5.W\"][162:243,:].copy()\nA[\"L5.W\"][0:81,:]+=w\nA[\"L5.W\"][162:243,:]=-w\n\n# Protect two-liberty groups proactively, while retaining full urgency for\n# actual atari. This is a rule-based intermediate tactical priority.\nfor p in range(81):\n    for q in ns(p):\n        A[\"L5.W\"][u(4,q),u(5,p)]=0.65\n        A[\"L5.W\"][u(2,q),u(5,p)]+=0.35\n\nfor name in NAMES: save(name,A[name])\nnp.savez(\"/work/policy_v7.npz\",**A)\nprint(\"Saved bounded Boolean connectivity and proactive weak-group protection.\")\n```\n"}}
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