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{"type":"item.completed","item":{"id":"item_2","type":"agent_message","text":"```python\nimport numpy as np\nw=load(\"L6.W\");b=load(\"L6.b\")\nw[:,:486]=0;b[:486]=0\nfor q in range(81):\n    # Fold the linear shape and safety terms into the shifted score.\n    w[q,q]=1\n    w[3*81+q,q]=-4.5\n    w[4*81+q,q]=-8\n    w[5*81+q,q]=1.2\n\n    w[81+q,81+q]=1\n\n    for dest in (2*81+q,4*81+q):\n        w[2*81+q,dest]=1\n        w[3*81+q,dest]=-2\n        w[4*81+q,dest]=-2\n    b[4*81+q]=-1\n\n    w[81+q,3*81+q]=1\n    b[3*81+q]=-1\nsave(\"L6.W\",w);save(\"L6.b\",b)\n\nw=load(\"out.W\")\nw[:486,:]=0\nfor q in range(81):\n    for ch,coef in enumerate((1,3.2,2.4,-2.0,-1.4,0)):\n        w[ch*81+q,q]=3.6*coef\nsave(\"out.W\",w)\nprint(\"Stronger connections; diminishing returns for repeated contacts\")\nprint(\"with the same endangered group, rather than double-counting urgency.\")\n```\n"}}
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