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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_v22.py\").read()\npatch=r'''\n    # A third-line framework is economical on 9x9: it can limit a\n    # central group while retaining room for eyes on the outside.\n    for p in range(81):\n        r,c=divmod(p,9)\n        if max(abs(r-4),abs(c-4))==2:\n            OB[p]+=cfg.get(\"framework_bonus\",2.0)\n'''\nsource=source.replace('    OW *= cfg[\"temperature_scale\"]',\n                      patch+'\\n    OW *= cfg[\"temperature_scale\"]')\nopen(\"/work/policy_design_v23.py\",\"w\").write(source)\nopen(\"/work/policy_design.py\",\"w\").write(source)\ncfg=json.load(open(\"/work/policy_config.json\"))\ncfg[\"framework_bonus\"]=2.0\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_v23.npz\",**tensors)\nprint(\"Saved v23: a symmetric third-line framework prior.\")\n```"}}
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