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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    # Komi-aware territorial ambition: Black needs more than half the\n    # board, while White can consolidate a more modest share.\n    for p in range(81):\n        B[5][u(3,p)]=-cfg.get(\"black_territory_threshold\",0.75)\n        W[5][488,u(3,p)]=(\n            cfg.get(\"black_territory_threshold\",0.75)\n            -cfg.get(\"white_territory_threshold\",1.5))\n\n    # Passing is safer when materially ahead, riskier when behind.\n    lead=cfg.get(\"pass_lead\",0.10)\n    OW[486,81]+=lead\n    OW[487,81]-=lead\n    OB[81]-=7.5*lead\n    OW[488,81]+=15.0*lead\n'''\nsource=source.replace('    OW *= cfg[\"temperature_scale\"]',\n                      patch+'\\n    OW *= cfg[\"temperature_scale\"]')\nopen(\"/work/policy_design_v8.py\",\"w\").write(source)\nopen(\"/work/policy_design.py\",\"w\").write(source)\ncfg=json.load(open(\"/work/policy_config.json\"))\ncfg.update(black_territory_threshold=0.75,white_territory_threshold=1.5,pass_lead=0.10)\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_v8.npz\",**tensors)\nprint(\"Saved v8: komi-aware expansion and material-aware passing.\")\n```"}}
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