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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_v7.py\").read()\npatch=r'''\n    # Topological pressure: an empty point between enemy stones that\n    # lack diagonal support can separate their groups.\n    for p in range(81):\n        j=u(5,p)\n        W[5][:,j]=0\n        B[5][j]=-1\n        for q in adj[p]:\n            W[5][u(1,q),j]+=1\n        for q in diag[p]:\n            W[5][u(1,q),j]-=1\n        OW[j,p]=cfg.get(\"cut\",1.5)\n'''\nsource=source.replace('    OW *= cfg[\"temperature_scale\"]',\n                      patch+'\\n    OW *= cfg[\"temperature_scale\"]')\nopen(\"/work/policy_design_v11.py\",\"w\").write(source)\nopen(\"/work/policy_design.py\",\"w\").write(source)\ncfg=json.load(open(\"/work/policy_config.json\"))\ncfg.update(rescue=6.0,connection=1.8,surrounded_penalty=17.0,cut=1.5)\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_v11.npz\",**tensors)\nprint(\"Saved v11: stronger own connections and pressure on unsupported enemy cuts.\")\n```"}}
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