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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_v5.npz\")).items()}\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]\ndef u(ch,p): return ch*81+p\n\n# Complete the edge-trap rule at corners and side midpoints. At these\n# eight points it replaces the less important unsupported-contact feature.\nfor p in [0,4,8,36,44,72,76,80]:\n    j=u(4,p)\n    A[\"L5.W\"][:,j]=0\n    A[\"L5.b\"][j]=-4*len(ns(p))\n    for q in ns(p):\n        A[\"L5.W\"][u(0,q),j]+=5\n        A[\"L5.W\"][u(1,q),j]+=4\n        A[\"L5.W\"][u(4,q),j]-=1\n        A[\"L5.W\"][u(2,q),j]-=4\n    A[\"out.W\"][j,p]=-24*1.8\n\n# Opening: avoid overconcentration. As the board fills, permit the close\n# connections required for contact fighting and endgame boundaries.\nfor p in range(81):\n    A[\"L5.b\"][u(3,p)]=-2.5\n    A[\"L5.W\"][487,u(3,p)]=-0.025\n    A[\"L5.W\"][488,u(3,p)]=-0.025\n\nfor name in NAMES: save(name,A[name])\nnp.savez(\"/work/policy_v6.npz\",**A)\nprint(\"Saved complete edge trap protection and phase-aware shape rule.\")\n```\n"}}
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