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{"type":"item.completed","item":{"id":"item_1","type":"agent_message","text":"```python\nimport json, numpy as np\nsource=open(\"/work/policy_design_v23.py\").read()\npatch=r'''\n    # Compress the two material counts into one total, leaving 24\n    # auxiliary units for stronger edge self-atari certification.\n    for k in range(6):\n        W[k][:,486:]=0\n        B[k][486:]=0\n        if k:\n            W[k][486:,:]=0\n    OW[486:,:]=0\n    for p in range(81):\n        W[0][3*p,486]=1\n        W[0][3*p+1,486]=1\n    W[0][2,487]=1\n    for k in range(1,6):\n        W[k][486,486]=1\n        W[k][487,487]=1\n    OW[486,81]=cfg[\"pass_per_stone\"]\n    OW[487,81]=cfg[\"pass_white\"]\n\n    edge_points=[]\n    for p in range(81):\n        r,c=divmod(p,9)\n        if r in [0,8] and c in [0,1,2,4,6,7,8]:\n            edge_points.append(p)\n        elif c in [0,8] and r in [1,2,4,6,7]:\n            edge_points.append(p)\n    assert len(edge_points)==24\n    for i,p in enumerate(edge_points):\n        g=488+i\n        # Exact singleton captures, rather than approximate group danger.\n        for q in adj[p]:\n            W[3][u(5,q),g]+=1\n\n        # Multiple threatened contacts can justify a larger capture.\n        B[4][g]=-1\n        for q in adj[p]:\n            W[4][u(3,q),g]+=1\n\n        j=u(3,p)\n        W[4][:,j]=0\n        B[4][j]=0\n        W[4][u(4,p),j]=1\n        W[4][g,j]=-2\n\n        W[5][u(3,p),g]=1\n        W[5][g,g]=-2\n        W[5][u(3,p),u(0,p)]=0\n        OW[g,p]=-cfg.get(\"edge_self_atari\",32.0)\n'''\nsource=source.replace('    OW *= cfg[\"temperature_scale\"]',\n                      patch+'\\n    OW *= cfg[\"temperature_scale\"]')\nopen(\"/work/policy_design_v25.py\",\"w\").write(source)\nopen(\"/work/policy_design.py\",\"w\").write(source)\ncfg=json.load(open(\"/work/policy_config.json\"))\ncfg.update(repeat_risk=80.0,edge_self_atari=32.0)\nns={}\nexec(compile(source,\"/work/policy_design.py\",\"exec\"),ns)\ncfg,tensors=ns[\"build\"](save,cfg)\njson.dump(cfg,open(\"/work/policy_config.json\",\"w\"),indent=2)\nnp.savez(\"/work/policy_v25.npz\",**tensors)\nprint(\"Saved v25: exact small-capture evidence guards against false edge captures and self-atari cycles.\")\n```"}}
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