{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8e778d58dd6a5d78",
   "metadata": {
    "deepnote_block_id": "006915888eff4d05b25f5a6211f82617",
    "cloud_content_sha256": "sha256:b920ce0cc67f7da7a3792d41e8ecd0601bbe5a44d2e59470c6f58b69573cc880"
   },
   "source": "<a id=\"lab10\"></a>\n# LAB10｜一次行动怎样改变对世界的判断\n\n这册实验接住 N49–N50 的记忆与开门情境。你会先看两个候选怎样解释相同历史，再选一项动作，让独立环境返回结果，更新判断并实际执行下一项开门动作。最后把历史拿走，观察当前画面相同时会丢失什么。\n\n运行身份：**确定性规则环境与有限候选推断**。没有神经网络训练，没有机器人，没有真实门传感器。曲线均标明对应的实际运行；展示图不参与环境计算。CPU 即可运行，无网络、密钥或权重下载。\n\n\n\n**原基线云端复核（2026-09-30，保留）。** 本册已在 Deepnote 独立内核完整执行：六个情节分支均收到独立环境反馈，两种记忆策略都实际采取动作并更新结果。这仍是规则环境实验，训练参数数为0。\n"
  },
  {
   "cell_type": "markdown",
   "id": "c1bb29d8e4885c2a",
   "metadata": {
    "deepnote_block_id": "66a5c495ae374127a67264e354f055cb",
    "cloud_content_sha256": "sha256:e1f55a4b4f63078f9e541e67f54c0bced35f7a636afb827987a89a4011a569d3"
   },
   "source": "<a id=\"lab10-results\"></a>\n## 保留基线：按钮环境＋approach，历史相容不等于机制已分清\n\n![候选预测与实际反馈后的概率更新：同时走近并按按钮时两候选都预测开门；只走近时一个预测关、另一个预测开。按钮环境实际返回关门，后续按按钮开门。](https://codingai-lec04.pages.dev/assets/experiments/lab10/action-feedback.png)\n\n读左图：两行是按钮机制与接近机制，四列是动作，OPEN/CLOSED 是**执行前的候选预测**。同时走近并按按钮时，两行都为 OPEN；远处等待时都为 CLOSED。两项旧记录都成立，仍然无法区分它们。\n\n读右图：先验各 0.5，前两次独立环境反馈不改变权重。第三次只走近、没有按按钮，按钮环境返回 CLOSED；接近候选被排除。第四次控制器按更新后的判断选择远处按按钮，实际环境返回 OPEN。金色区域对应一次有区分力的干预。纵轴只表示列出的两个候选内部权重，不表示现实全部可能性已经被穷尽。\n\n| 步骤 | 实际动作 | 按钮候选预测 | 接近候选预测 | 本次环境返回 | 更新后按钮/接近权重 |\n|---|---|---|---|---|---|\n| 旧历史1 | 走近并按键 | 开 | 开 | 开 | 0.5 / 0.5 |\n| 旧历史2 | 回到远处等待 | 关 | 关 | 关 | 0.5 / 0.5 |\n| 新干预 | 只走近，不按键 | 关 | 开 | 关 | 1 / 0 |\n| 下一步选择 | 远处按键 | 开 | 关 | 开 | 1 / 0 |\n\n表中“1”成立在明确候选与无噪声假设内。对现实门，一次不开可能来自故障、延迟或未进入范围；不能拿本例替代条件核对。\n\n",
   "attachments": {
    "action-feedback.png": {
     "image/png": 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sLEwbN26Uvb29Bg0aZPGcbt26pcaNG8vf31+tWrXSkSNHFBERoYcPH+rOnTsaNmyY7O3tNWTIEK1atSrFj92TDAbDU7/wbFyeuCEeGRHxzPs/Cg9/Yqysyd7PwdFRpSu9ooHjx2rYtKlycHS02Nc7X16t8T2T5FdyZiaIV6xsGVVv8PhTnZuXLNP9OwHJ3hdITVyDXINImazu//v3HhYe9pSeaZgh6+OZ28LDwpPomVjYE8Vg7h7mZ4Br0LCx/li9Tv9c8dPCJcv1yWeDVa9+gwRv9u7ZvUvN32yihw8fPvV494PDkvxKrdkJpOSdHzIurr/HuP4yt/DwcP34449q1qyZypUrp2LFiiVoDw4O1sKFC7Vo0SIbJQQAAEBqeRASoZZDFuj+Q/P37gwGafaQVqpUIq+VkwEAUsMLP0OIj8//Ps0UFxenwMBAxcbGysPDQ507d9aYMWPk5eVlu4DJsHz5ch08eFCStHTpUjVq9L9PQhctWlQrV65UrVq1dPDgQX322Wdq2rSp2XHCw8O1b98+lSpVyrStZMmSWrNmjQoWLKjQ0FCtW7dOnTt3TlHOLFmy6K+//lKOHI+n8HV0dFSHDh109uxZjR49WlOmTFHZsmW1YcMG0/Iuzs7O6tevnw4dOqT58+dr8eLF6tmzZ4JxP/vsM0nS66+/rhUrVphmEHFyctJ7770nLy8vvf3229q3b59WrlypNm3amPYdO3asHj58qBw5cujPP/+U9/9Pn2xnZ6cmTZpo48aNqlSpksVzGjp0qAICAtSpUyctWLAgQZu3t7dGjRqlbNmyadCgQRoxYoRatGiRoscOaccjWzbT9w/u3Xvm/YP+fyYhB0dHi0tVjJz5q7L//78tg51BLq6u8sqZU45OTilInHo69u+jg1u3KSoyUst//U3/GZZ6N+KB5OIa5BpEymTPnt30/b27d22SIUeOHAoODtLDh/+b+S657gb8rwgqW7YcT+kpeXp5qXGTpmrc5PHfsGFhYZo/d7a+HjVCERERuvTPRU37eYo+GzwkReeRFgLv/28ZDk+vbE/piYyI64/rL7M7fvy43nnnHfn7+5tm6fz3hxM8PDz09ddfy9fXV7lz51a9evVsERUAAADPKSo6Rh2HL9EFv/sW+4z9TyO9Xau0FVMBAFLTCz9DyJ07d0xfd+/eNc0gER4eruDgYN25c8fGCZO2ZMkSSVKNGjUSFIPEc3Bw0PDhwyVJp0+f1qlTp8yO06ZNmwTFIPFy5cqlGjVqSJJOnjyZ4py9evUyFYM8qXHjxqbvBw0aZCoGMdfn38c/efKkzp07J+lxcYa55WSaN2+uV199vG71k59OMhqNpsfuv//9r6kY5EnlypVLUEDypEePHmnhwsdra3/++edm+0gyzTBz4sSJVPn3ZDQan/qFZ1O4ZAnT95fPnnumfR/cvasHd+8lGuff8hYurEIlXlKhEi+pYPHiypU3r83fiJakIqVKqUajBpKkLUuX694TMw8B1sI1yDWIlClXrrzp+5MnjtskQ5my5SQ9Lqo+fdr835eWnDp5wvR9ufLln9IzMTc3N/23Tz99M36CadvaNaueaYy0durU//5mfan4SzZMgrTA9cf1l5ndv39fzZo1k5+fnypVqqQJEybIw8MjUT+DwaAePXrIaDRqzZo1NkgKAACA52U0GjVg8nrtPH7VYp8eb1XWgLY1rBcKAJDqXviCkH+/mR4REaG///5bXbp00bp161S7du1UW+ojrRw5ckSS1KBBA4t96tatayqWiO//b9WqVbO4f968j6f6CgwMTGlMU1HGv+XOndv0fdWqVZ/a58GDBwm2x5+Lg4OD3njjDYvHbtiwYYL+knTlyhXT+Tzt00qW2o4ePapHjx5Jkho1aiQfHx+zX2XLljXtc+3aNYvHgW0UKvGSsno+voF55shRhYcmf53xQ9t3mL4vW6Vyakezio79+spgMCg6KkrLpv1q6zjIhLgGuQaRMqVKl1H27I8Lbffv26uQkBCrZ3itZk3T95s3bkj2fnFxcfrzz82SHs/K9uqrlv8GfZr2HTvJweHxhIZXLl9O0RhpZeeO7abvq9XgxtiLhuuP6y8z++GHH3Tr1i3Vr19fBw8e1KBBg+Ti4mK2b7NmzSRJ+/fvt2ZEAAAApJJJK45pzoa/LbbXq1xUP3z4JkvZA0AG98IXhPybs7OzKlasqBkzZqhly5aKjIxU165dk1wX2ZYC/n/K33z58lns4+zsrJw5cybo/2/u7pbXV46/2RcdHZ3SmBbHjx87OX1iYmISbI8/l5w5c5qdWSRe/vz5E/T/9/dPe+zi9/23mzdvmr5/cqYZc1/xwsOffY1vpC2DwaC6b78tSYqMiNCfy1cka7+4uDhtWLjY9HO9lu+kSb60VqjES6rZ5PEMPH8u/0N3n/h3DVgD1yDXIFLGYDCoQ6dOkh4v4bBg/lyrZ2jZuo2c/n+2nQW/z1NYWFiy9lu/bq1u+PtLkpq++Za8sqVsSQcnJyfT0h12dunnZcv2rX/pn4sXJEmVq1SVj08eGydCauP64/rLzNauXSuDwcAZPbMAAQAASURBVKBvv/02yd99yZIl5ejoqEuXLlkpHQAAAFLLyt0XNHzOPovtpQrl1ILhbeXokHjWdgBAxpJ+7uzYQK9evSRJwcHB2rAh+Z+6QuYQv7yQJEVERCS5lIvRaFSdOnVsFxgWNe/yrmn5iEU//azbfn5J7rN69lxdOXdeklTp9VoqYma5pYyiQ7/esrOzU0x0tJb8Mt3WcZAJcQ1yDSJl/tu7n+lT2WPHjNalS/8ka7/IyEit+iN5xVdP4+2dWx06dpYk3bl9WyOHD0tynweBgRo65PFSewaDQf0HDEzx8W/4++vu3buSpIKFCqV4nNQU9OCBBg380PTzgI8+tmEapCWuP66/zOry5ctycnJSxYoVk+xrMBjk4eGRrj9gAwAAgMQOn/VTrwkbLbbn8nLVyrGd5ZXV/ExxAICMJVMXhBR64sbWlStXErTFz1gRv2SIOcHBwWkT7F+8vb0lSf7//0kvcx49eqT79+8n6P8iiD+Xe/fuKTIy0mK/+MfmyXN/8vsbN25Y3NdSm4+Pj+l7loLJ2HwKFND7H38kSQoPDdXQLj10/aLlm/obFi7W3AkTJUluHh7qO3qENWKmmYLFi6vWm00kSdtWrlLIgyDbBkKmwzXINYiUyZc/v74ZP0GSFBYaquZvNtahgweeus/Ro0f0ZuMGWr58aapkGDl6jAoULChJmvnbdI0eOTzRjG7xbty4oTat3pH//xd99enbX1X/tVxFaGioGtWvoz+3bFJcXJzF40ZGRmrQwP4yGo2SHs90YGvHjh5VowZ1df36478LW7RsrWZvNbdxKqQVrj+uv8wqLi5ODg4OyZoW3Gg0KjQ0VG5ublZIBgAAgNRw/dZ9tR4yT4+izL+2yOJoryWjOqhwnpTNNggASH8cku7y4nqywOLfNzCy/f/Uun5P+RTzwYMHLbbFT60afxPtefpVqVJFfn5+2rp1q0aPHm22z44dO0w3B6tWrfrUY2YkVapUkfR4KZmdO3eqUaNGZvv99ddfkhKee5EiRZQ9e3YFBgZq+/btqlevntl9t23bZnZ71apV5eTkpKioKK1du1YlS5Z8nlOBjb3d5T3dun5dGxYsUsCNGxrYsrXeaP6Wqtato1x58ig6MlLX/7mkbatW6/zfxyVJrlmzasiUycqVJ22noo6JjtG1CxeT1bdA8WIpmra7Q98+2rNxs2KiYxQTHfLM+wPPi2uQaxAp816XrvL399OEb8fpzu3batqovho0bKSmb76ll0qUkLu7uwIDA+V7/pw2bliv3bt2SpLy5M1rdrwrly9r4YL5SR63evXXVLRYMXl4emrBoqVq2+od3blzR5MmTtDGDevV+d33VKHiK3J3d1dAwB1t37ZVC36fr9CQx/++336npYYOH2l27KNHDqtD29bKlz+/3mzWXFVffVX58xeQm5ubHjx4oGNHj2j+3Dm6cuWypMdvzPf/cOBT8547eybJc5KkIkWLydnZ2Wzb3bt3E4wTFh6uB4H3derkKe3YvlV79+w2tTVo2EhTmPHnhcf1x/WXGeXLl0+XLl1SQEBAkh82OXz4sCIjI1W6dGkrpQMAAMDzeBgaobcG/qg7gaEW+/z6eQvVKFfQiqkAAGktUxeELFy40PR9fOFBvAoVKkh6fIPDz89PBQoUSNB+7tw5/fHHHxbH9vDwkCQFBQU9NUNy+nXo0EErV67U/v37tWXLlkRFETExMRo1apQkqVy5cipXrtxTj5mRvPzyyypTpozOnj2rr7/+WvXr15e9fcI16zZs2GAqzunYsaNpu8FgULt27TRt2jRNmzZNAwYMUM6cORPse/bsWS1fvtzssd3c3NSpUyfNmTNH48ePV7t27VSwoOU/hAIDA03rbCP9MRgM+u9XQ5W/aBEtmDxFYQ8fausfq7T1j1Vm+xcvV1b9x4yyyjIVgQEB6t+8RbL6Ljy8X1n//3njWeQvWkS1m72pHWvWPvO+QGrgGuQaRMp98eUwlSpVWsO/+lI3/P31159b9NefWyz2r1L1VQ36+DOzbQcP7NfBA/uTPOZPP09T0WLFJElly5XXpj+3a+CHfbVzx3b5nj+nr4YOMbufi4uL+n04UJ8NHmK2eMrBwUG5c+fWnTt3dMPfX79N/0W/Tf/FYo6XX66gmXPmy8PT86l5a9V4NclzkqQdu/ep/MsVzLbNnvmbZs/87an7582XTx8OHKSevf6TrE/PI+Pj+uP6y2zq1KmjS5cuafbs2fr888+f2nfkyJEyGAxq2LChldIBAAAgpWJiYtVhyHSd+sfyTPTDu9VVu3rlrZgKAGANmbIg5Pbt25oyZYrmzp0rSapevbpq1KiRoE/z5s2VNWtWhYaGql27dpozZ45Kliyp6OhobdiwQX369JGbm5vFZUziizJ2796t8+fPq5SFN7TKlSunEydOaPny5eratatpZpIntW7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    }
   }
  },
  {
   "cell_type": "markdown",
   "id": "56c2168ada6a5e9f",
   "metadata": {
    "deepnote_block_id": "99e04a57056e4d7cb75bb614b25f9949",
    "cloud_content_sha256": "sha256:3f1c050031391f431f0cc144ff3d1addf9e9de2607857204b0e6c76838dab185"
   },
   "source": "<a id=\"lab10-rules\"></a>\n## 环境的规则与任务\n\n我们把门的位置观察简化为远/近，把门状态简化为开/关。按钮是可从远处执行的按钮脉冲，模拟遥控按钮；每一步足够等待门响应。门每一步重新判断触发条件，没有惯性、延迟、故障或持续打开的记忆。一次运行中隐藏机制固定：按钮环境仅在本步按键时开门；接近环境仅在本步处于近处时开门。\n\n任务是“下一步观察到门开”，**不是走过门**。指定动作成本用于同样能开门时的选择：远处按键为 1，只走近为 1.2，两者都做为 2.2。这些是课程给定的相对成本，不是物理测量。策略先最大化候选内部的开门概率，再选成本最低者。\n\n旧历史只含“两者都做”和“远处等待”。环境机制在初始化时由实验者选择，但控制器只收到 `step(action)` 回调；它看不到隐藏机制。你能阅读环境源码，是为了检查教学实验；不能把那里写的答案作为控制器输入。\n\n"
  },
  {
   "cell_type": "markdown",
   "id": "967ef5163e5b5caa",
   "metadata": {
    "deepnote_block_id": "23d0ec1b4f324daeb4d54eec61e48bb0",
    "cloud_content_sha256": "sha256:d4934a091bbf0a539132017d92c2077d1bd05a1df0357733eddf43a004fad618"
   },
   "source": "<a id=\"lab10-separation\"></a>\n## 三件事分别发生：预测、反馈与更新\n\n`predict(hypothesis, action)` 是候选预测表，只收候选名称与动作。`DoorEnvironment.step(action)` 是独立规则环境，直接执行动作并返回观察，不调用预测器。`update(belief, action, observation)` 比较预测与**环境返回**，再调整权重。这样候选可以是错的，反馈也真的有机会改变控制器。\n\n确定性情况下，更新就是把与观察冲突的候选权重置零，再将剩余权重归一化：新权重与“旧权重×候选是否预测对”成正比。两个候选对所有旧记录都预测对，所以旧权重不变；只有让预测分开的动作，才可能改变相对判断。\n\n若两个候选都预测关门，环境却返回开门，代码报告 `No candidate explains feedback`。这是有用的失败：候选集合或条件假设出了问题。程序不会把全零权重强行换成某个胜者，也不会让模型自己生成一段视频来填补反馈。\n\n"
  },
  {
   "cell_type": "markdown",
   "id": "1de8f244b1d453c4",
   "metadata": {
    "deepnote_block_id": "64bdcb7dd7b848698164ecf7c73dc19e",
    "cloud_content_sha256": "sha256:f99ab93374bec025f8c66d95230bc6accad8cb1f7ae71e8b968beac7bcd1a38c"
   },
   "source": "<a id=\"lab10-one-variable\"></a>\n## 只改一个变量：重复成功，还是取得新信息\n\n默认 `INTERVENTION = \"approach\"`。保留环境、历史、先验和成本不变，仅把它改为 `\"both\"`，重算同一册。\n\n以下是 **2026-10-01 UTC 的两次独立脚本执行**，固定按钮机制、`both → wait_far` 历史、各0.5先验与成本，仅改变干预。网页先接住这两次已保存结果；你重跑后应读练习代码紧接输出的**新运行编号**。\n\n### 保存运行：`approach`\n\n运行编号：`button__approach__20261001T025630.481808Z__396147cc`\n\n| 阶段 | 实际动作 | 按钮候选预测 | 接近候选预测 | 环境实际返回 | 更新后权重（按钮 / 接近） |\n|---|---|---|---|---|---|\n| 共同历史 | `both` | 开 | 开 | 近 / 开 | 0.5 / 0.5 |\n| 共同历史 | `wait_far` | 关 | 关 | 远 / 关 | 0.5 / 0.5 |\n| 本次干预 | `approach` | 关 | 开 | 近 / 关 | 1 / 0 |\n| 下一动作（已执行） | `press_far` | 开 | 关 | 远 / 开 | 1 / 0 |\n\n本次干预返回**关门**，候选熵减少 **1 bit**；下一动作是 **`press_far`**，独立环境实际返回**开门**。完成开门目标与取得区分信息分别检查。\n\n![本次approach干预的实际权重轨迹；动作、阶段和开关反馈均来自上述记录。](https://codingai-lec04.pages.dev/assets/experiments/lab10/runs/button__approach__20261001T025630.481808Z__396147cc/candidate-weights.png)\n\n[打开本次完整图表](https://codingai-lec04.pages.dev/assets/experiments/lab10/runs/button__approach__20261001T025630.481808Z__396147cc/report.html) · [完整记录](https://codingai-lec04.pages.dev/assets/experiments/lab10/runs/button__approach__20261001T025630.481808Z__396147cc/record.json) · [文件校验](https://codingai-lec04.pages.dev/assets/experiments/lab10/runs/button__approach__20261001T025630.481808Z__396147cc/sha256.json)\n\n### 保存运行：`both`\n\n运行编号：`button__both__20261001T025631.027377Z__372b5e95`\n\n| 阶段 | 实际动作 | 按钮候选预测 | 接近候选预测 | 环境实际返回 | 更新后权重（按钮 / 接近） |\n|---|---|---|---|---|---|\n| 共同历史 | `both` | 开 | 开 | 近 / 开 | 0.5 / 0.5 |\n| 共同历史 | `wait_far` | 关 | 关 | 远 / 关 | 0.5 / 0.5 |\n| 本次干预 | `both` | 开 | 开 | 近 / 开 | 0.5 / 0.5 |\n| 下一动作（已执行） | `both` | 开 | 开 | 近 / 开 | 0.5 / 0.5 |\n\n本次干预返回**开门**，候选熵减少 **0 bit**；下一动作是 **`both`**，独立环境实际返回**开门**。完成开门目标与取得区分信息分别检查。\n\n![本次both干预的实际权重轨迹；动作、阶段和开关反馈均来自上述记录。](https://codingai-lec04.pages.dev/assets/experiments/lab10/runs/button__both__20261001T025631.027377Z__372b5e95/candidate-weights.png)\n\n[打开本次完整图表](https://codingai-lec04.pages.dev/assets/experiments/lab10/runs/button__both__20261001T025631.027377Z__372b5e95/report.html) · [完整记录](https://codingai-lec04.pages.dev/assets/experiments/lab10/runs/button__both__20261001T025631.027377Z__372b5e95/record.json) · [文件校验](https://codingai-lec04.pages.dev/assets/experiments/lab10/runs/button__both__20261001T025631.027377Z__372b5e95/sha256.json)\n\n### 独立阅读：等权先验的候选信息量\n\n![四项动作在两个等权确定性候选下的预期信息量：同时走近按键与远处等待为0 bit，远处单独按键与只走近各为1 bit。](https://codingai-lec04.pages.dev/assets/experiments/lab10/action-information.png)\n\n这里的信息量来自列出的候选，且只按本例无噪声规则计算。先验熵是 1 bit，能完全分开两候选的动作把它降为 0；共同预测的动作不改变它。信息量没有包括成本，也没有把当前开门目标自动变成探索目标。\n\n再做一个有意义的独立对照：将干预改成 `\"press_far\"`。在按钮环境返回开，在接近环境返回关；这个动作也能区分候选。它说明区分力并不专属于“走近”这个动作，而取决于候选在该条件下是否作出不同预测。\n\n",
   "attachments": {
    "action-information.png": {
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    }
   }
  },
  {
   "cell_type": "markdown",
   "id": "3841fb782770579e",
   "metadata": {
    "deepnote_block_id": "f02a8a029f1e42368ba621e6025eb8c8",
    "cloud_content_sha256": "sha256:41e152029d9910792bd6d04e64ffea41be40950f54f1af7791edce52e6fa9e8b"
   },
   "source": "<a id=\"lab10-memory\"></a>\n## 当前观察一样，为什么下一动作可以不同\n\n![两个规则环境经过不同反馈历史后，都回到人在远处、门关闭的当前观察。按钮历史指向远处按键，接近历史指向只走近；丢弃历史时，两种环境都实际执行两者同时做并获得开门反馈。](https://codingai-lec04.pages.dev/assets/experiments/lab10/memory-comparison.png)\n\n先读两幅历史曲线的最后一列：两条记录都回到“远处、关门”。再向前看“只走近”：按钮环境返回关门，接近环境返回开门。这段历史已区分列出的机制，因此保留历史权重时，前者只按按钮，后者只走近。丢弃历史时，控制器把权重重置为各 0.5，两种相同当前观察下都选择保守的“两者都做”。\n\n这次对照的四条分支都在独立规则环境中实际执行。每种固定机制下先重放同一段动作与反馈历史，再仅改变下一步决策是否保留历史权重；没有把候选预测填成无记忆策略的验证结果。\n\n| 固定环境机制 | 下一步决策保留什么 | 实际执行动作 | 给定动作成本 | 独立环境返回 |\n|---|---|---|---|---|\n| 按钮触发 | 之前的反馈历史 | 远处按键 | 1 | 开门 |\n| 按钮触发 | 仅当前“远处、关门” | 走近并按键 | 2.2 | 开门 |\n| 接近触发 | 之前的反馈历史 | 只走近 | 1.2 | 开门 |\n| 接近触发 | 仅当前“远处、关门” | 走近并按键 | 2.2 | 开门 |\n\n没有记忆也能成功，因为本例允许一个更费动作的共同成功方案。历史的收益体现为下一步减少不必要动作，不是预设“有记忆成功、没记忆必败”。这里只比较取得同样历史后的下一步成本，没有把取得历史的成本或记忆计算成本计入；它不证明先探索总比立刻开门合算。\n\n这里保留的是“哪种开门机制更符合反馈”的证据。门本身每步重新响应，没有依赖过去动作的隐含开门状态；杯中是否有水、被遮挡物体在哪里，属于本章另一类需要历史来估计当前物理状态的问题。两种用途都说明眼前观察可能不够，但不能混作同一种机制。\n",
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"
    }
   }
  },
  {
   "cell_type": "markdown",
   "id": "fc19f1206aa15bf6",
   "metadata": {
    "deepnote_block_id": "21457aec675c47a4a7693bfcacebffe4",
    "cloud_content_sha256": "sha256:33d440ddc8442e7f9536dfdcd63385b5d3063e9ae479cf4c4b3196b497a298a8"
   },
   "source": "<a id=\"lab10-run\"></a>\n## 运行与保存\n\nNotebook 含环境与控制器全部代码，可在新内核顺序运行。脚本版将环境保存在独立的 `door_environment.py`，与 `lab10_action_feedback.py` 放在同一目录，然后运行：\n\n```bash\npython lab10_action_feedback.py --output results\n```\n\n这条命令保存独立的默认基线 `trajectories.json` 与三张 PNG。单次干预另用：\n\n```bash\npython lab10_action_feedback.py --truth button --intervention approach --output my_results\n# 下一轮只改 --intervention both\n```\n\n每次单次干预创建含机制、动作、UTC 时间与唯一编号的子目录，保存 `record.json`、`candidate-weights.png`、`result.md`、`report.html` 和校验清单，不覆盖另一轮。打开该目录的 `report.html` 即可先读表图，再展开 JSON。JSON 每一步保留执行前预测、动作、真实返回、更新前后权重及下一步选择。基线实际运行了两种隐藏机制与三种干预的六条分支，并在两种机制下分别实际执行有历史与无历史策略，共四条记忆对照分支；默认课堂图使用按钮环境与只走近干预。代码另检查外部反馈确实改变选择，以及候选全失配时是否报告问题。\n\n从本册回到 [第八章：生成怎样进入行动](https://codingai-lec04.pages.dev/lecture.html#ch08)；如果只是没听懂 N50，先读 [为什么历史正确仍需要行动](https://codingai-lec04.pages.dev/lecture.html#ch08-door-intervention)。本册不增加计分要求。完成后留下一个动作对照和三句话：原来哪些候选都解释得通，本次反馈排除了什么，下一步选择因此怎样改变。\n\n"
  },
  {
   "cell_type": "markdown",
   "id": "90a8d2f1d1ce5572",
   "metadata": {
    "deepnote_block_id": "fce1d8d76e704a76be1a73b6526570b4",
    "cloud_content_sha256": "sha256:3cbfa10efc008ef2f656469e693c3a6de91f124e6b5e525397195d9635ba9ca6"
   },
   "source": "<a id=\"lab10-check\"></a>\n## 自检与答案\n\n问：模型自己预测了一个开门视频，能否当作观察更新候选？答：这仍是候选后果，不能充当独立环境返回。此处只有环境 `step` 的观察进入更新。\n\n问：干预成功开门，但权重仍为各 0.5，是不是程序没有学习？答：如果动作让两种候选共同预测开门，反馈本来就没有区分力。当前任务成功与获得新机制信息不是同一个结论。\n\n问：这里只有两种写好的规则，哪里变了？答：候选参数没有训练，环境也没有学习；控制器根据反馈改变了候选权重与下一动作。若要研究学得世界模型，下一项工作才是从经历拟合预测参数，并在独立条件上评估，而不能改名就算完成。\n"
  },
  {
   "cell_type": "markdown",
   "id": "1b017ab0b38f544e",
   "metadata": {
    "deepnote_block_id": "5269cada9ab54bdbbed7376963fb6321",
    "cloud_content_sha256": "sha256:002188c3f5b953a357a95e0cdaaed1826a524050828edd5d7029705f4acc719b"
   },
   "source": "## 实现一：独立环境\n\n这段环境代码不调用候选预测器。每一步只按固定隐藏规则返回观察。"
  },
  {
   "cell_type": "code",
   "id": "e6ec9819bda350f5",
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    },
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     "run_id": "37ee2561-7d97-457e-a5b5-7573d7c42689",
     "content_hash": "sha256:7483bb30e6b431e864ccd13660a91b40b977a1a678c82560e7dde23866539283",
     "status": "success",
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    },
    "cloud_content_sha256": "sha256:7483bb30e6b431e864ccd13660a91b40b977a1a678c82560e7dde23866539283"
   },
   "source": "\"\"\"LAB10 的独立规则环境；不调用候选模型、后验或动作选择器。\n\n每一步足够等待门响应。按钮是一次脉冲，门每一步重新响应；本模型不包含\n惯性、延迟或故障。位置是远/近两个离散值。隐藏机制在一次运行中固定。\n\"\"\"\nfrom dataclasses import dataclass\n\n\n@dataclass(frozen=True)\nclass Observation:\n    position: str\n    door_open: bool\n\n\nclass DoorEnvironment:\n    def __init__(self, mechanism=\"button\"):\n        if mechanism not in (\"button\", \"proximity\"):\n            raise ValueError(\"mechanism must be button or proximity\")\n        self.__mechanism = mechanism\n        self.__position = \"far\"\n        self.__door_open = False\n        self.__time = 0\n\n    def observe(self):\n        return Observation(self.__position, self.__door_open)\n\n    def step(self, action):\n        # 独立模拟动作执行，不读取下面课程预测器的表。\n        if action == \"press_far\":\n            self.__position, pressed = \"far\", True\n        elif action == \"approach\":\n            self.__position, pressed = \"near\", False\n        elif action == \"both\":\n            self.__position, pressed = \"near\", True\n        elif action == \"wait_far\":\n            self.__position, pressed = \"far\", False\n        else:\n            raise ValueError(\"Unknown action: \" + str(action))\n        if self.__mechanism == \"button\":\n            self.__door_open = bool(pressed)\n        else:\n            self.__door_open = self.__position == \"near\"\n        self.__time += 1\n        return self.observe()\n",
   "execution_count": null,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "id": "aafd10cae3405333",
   "metadata": {
    "deepnote_block_id": "970e32cd11f04827b533f8cfd85ffb7a",
    "cloud_content_sha256": "sha256:aa1d053c40a36cabb4b70af207d324469420dfa8191d6fa692c5980a89aff582"
   },
   "source": "## 实现二：候选、更新与动作选择\n\n观察只通过 `step` 回调进入控制器；没有隐藏机制输入。优先读 `predict`、`collect` 与 `controller_episode` 三处。"
  },
  {
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   "id": "6ecdee10583455f5",
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    "verified_cloud_execution": {
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     "content_hash": "sha256:46537c3c274819920fcea578f85d8764547cfc29a6b507ae67095edf4b22867f",
     "status": "success",
     "completed_at": "2026-10-01T02:59:49.325Z",
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    }
   },
   "source": "\"\"\"LAB10：候选预测 → 干预 → 独立反馈 → 更新 → 下一动作。\n\n运行: python lab10_action_feedback.py --output results\n需要 Python 3.10+、numpy、matplotlib；同目录需 door_environment.py。\n无网络、无权重下载、无模型训练。预测器和规则环境分别实现。\n\"\"\"\nimport argparse\nfrom dataclasses import asdict\nfrom pathlib import Path\nimport json\nimport math\n\nimport numpy as np\nimport matplotlib\nimport matplotlib.pyplot as plt\n\nHYPOTHESES = (\"button\", \"proximity\")\nACTIONS = (\"both\", \"press_far\", \"approach\", \"wait_far\")\nCOST = {\"both\": 2.2, \"press_far\": 1.0, \"approach\": 1.2, \"wait_far\": 0.0}\n\n\ndef predict(hypothesis, action):\n    \"\"\"候选模型的预测。只用显式候选和动作；不知道环境的隐藏机制。\"\"\"\n    button_predictions = {\"both\": True, \"press_far\": True,\n                          \"approach\": False, \"wait_far\": False}\n    proximity_predictions = {\"both\": True, \"press_far\": False,\n                             \"approach\": True, \"wait_far\": False}\n    return {\"button\": button_predictions,\n            \"proximity\": proximity_predictions}[hypothesis][action]\n\n\ndef update(belief, action, observation):\n    \"\"\"确定性候选下的 Bayes 更新；反馈矛盾时保留失败，不强行归一化。\"\"\"\n    weights = {h: p * float(predict(h, action) == observation.door_open)\n               for h, p in belief.items()}\n    total = sum(weights.values())\n    if total == 0:\n        raise ValueError(\"No candidate explains feedback; expand/check the model class.\")\n    return {h: p / total for h, p in weights.items()}\n\n\ndef entropy(belief):\n    return -sum(p * math.log2(p) for p in belief.values() if p > 0)\n\n\ndef expected_information(belief, action):\n    \"\"\"在列出的候选/概率内计算动作能区分多少，不访问环境。\"\"\"\n    prior = entropy(belief)\n    expected_posterior = 0.0\n    for result in (False, True):\n        weights = {h: p for h, p in belief.items() if predict(h, action) == result}\n        probability = sum(weights.values())\n        if probability:\n            expected_posterior += probability * entropy(\n                {h: p / probability for h, p in weights.items()})\n    return prior - expected_posterior\n\n\ndef next_open_action(belief):\n    \"\"\"任务仅为下一步看到门开；先最大化成功概率，再最小化预设成本。\n\n    不是通过门、不是机器人控制；成本是教学指定的动作代价。\n    \"\"\"\n    def score(action):\n        success = sum(p * float(predict(h, action)) for h, p in belief.items())\n        return (success, -COST[action])\n    return max(ACTIONS, key=score)\n\n\ndef collect(step, belief, action, phase):\n    # 所有预测在动作执行之前记录；观察只来自独立 step 回调。\n    predicted = {h: predict(h, action) for h in HYPOTHESES}\n    before = dict(belief)\n    observation = step(action)\n    after = update(before, action, observation)\n    return after, {\n        \"phase\": phase, \"action\": action, \"predictions\": predicted,\n        \"observation\": asdict(observation), \"belief_before\": before,\n        \"belief_after\": after, \"entropy_before_bits\": entropy(before),\n        \"entropy_after_bits\": entropy(after),\n    }\n\n\ndef controller_episode(step, intervention=\"approach\"):\n    \"\"\"控制器只有 step 回调，绝不接收 truth/mechanism 参数。\"\"\"\n    if intervention not in (\"approach\", \"press_far\", \"both\"):\n        raise ValueError(\"Choose approach, press_far or both\")\n    belief, records = {\"button\": .5, \"proximity\": .5}, []\n    for action in (\"both\", \"wait_far\"):\n        belief, row = collect(step, belief, action, \"shared_history\")\n        records.append(row)\n    information = {a: expected_information(belief, a) for a in ACTIONS}\n    belief, row = collect(step, belief, intervention, \"intervention\")\n    records.append(row)\n    action = next_open_action(belief)\n    belief, row = collect(step, belief, action, \"next_goal_action\")\n    records.append(row)\n    return {\"records\": records, \"candidate_information_bits\": information,\n            \"final_belief\": belief, \"next_action\": action,\n            \"goal_open_succeeded\": records[-1][\"observation\"][\"door_open\"]}\n\n\ndef memory_controller(step, keep_history=True):\n    belief = {\"button\": .5, \"proximity\": .5}\n    records = []\n    for action in (\"both\", \"wait_far\", \"approach\", \"wait_far\"):\n        belief, row = collect(step, belief, action, \"memory_history\")\n        records.append(row)\n    current = records[-1][\"observation\"]\n    with_memory = next_open_action(belief)\n    without_memory = next_open_action({\"button\": .5, \"proximity\": .5})\n    # 两种策略各在独立环境中执行相同前缀，随后仅改变是否保留历史权重。\n    history_belief = dict(belief)\n    decision_belief = history_belief if keep_history else {\"button\": .5, \"proximity\": .5}\n    executed_action = next_open_action(decision_belief)\n    phase = \"memory_goal_action\" if keep_history else \"observation_only_goal_action\"\n    belief, feedback = collect(step, decision_belief, executed_action, phase)\n    return {\"history\": records, \"same_current_observation\": current,\n            \"history_conditioned_belief\": history_belief,\n            \"decision_belief\": decision_belief,\n            \"executed_policy\": \"history_conditioned\" if keep_history else \"observation_only\",\n            \"executed_action\": executed_action,\n            \"with_memory_action\": with_memory,\n            \"without_memory_action\": without_memory,\n            \"with_memory_cost\": COST[with_memory],\n            \"without_memory_cost\": COST[without_memory],\n            \"actual_feedback\": feedback,\n            \"comparison_scope\": \"Different hidden mechanisms; identical current observation. \"\n            \"Both is a robust costly action when history is discarded.\"}\n\n\ndef verify_separation():\n    \"\"\"真实风险检查：控制器必须用外部返回值更新，而非拿自身预测当真相。\"\"\"\n    # 与默认环境不同的反馈：approach 回开门，必须保留 proximity。\n    scripted = iter([Observation(\"near\", True), Observation(\"far\", False),\n                     Observation(\"near\", True), Observation(\"near\", True)])\n    calls = []\n    def external_step(action):\n        calls.append(action)\n        return next(scripted)\n    result = controller_episode(external_step, \"approach\")\n    assert result[\"final_belief\"] == {\"button\": 0., \"proximity\": 1.}\n    assert calls == [\"both\", \"wait_far\", \"approach\", \"approach\"]\n    # 一个“什么都没做却开门”的反馈不属于任一候选，必须暴露问题。\n    try:\n        update({\"button\": .5, \"proximity\": .5}, \"wait_far\", Observation(\"far\", True))\n    except ValueError:\n        pass\n    else:\n        raise AssertionError(\"Contradictory feedback was silently accepted\")\n    return {\"external_feedback_controls_update\": True,\n            \"candidate_failure_is_reported\": True}\n\n",
   "execution_count": null,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "id": "f730e1fe361d5d38",
   "metadata": {
    "deepnote_block_id": "4785054618cc421ba7d0ad3616f94dbd",
    "cloud_content_sha256": "sha256:767da55fa0385639459e1917f7a7961d79b7498419ff0d2912b23bab5e377e49"
   },
   "source": "## 实现三：保存全部分支与图\n\n以下代码从运行记录生成图，不使用预写终点或手动数组替代环境反馈。"
  },
  {
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     "status": "success",
     "completed_at": "2026-10-01T02:59:49.325Z",
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   },
   "source": "\ndef plot_weights(episode, ax, title):\n    \"\"\"Every stage/action/outcome/weight comes from this episode's record.\"\"\"\n    records = episode[\"records\"]\n    x = np.arange(len(records) + 1)\n    colors = {\"button\": \"#003262\", \"proximity\": \"#c38b16\"}\n    for hypothesis in HYPOTHESES:\n        values = [records[0][\"belief_before\"][hypothesis]] + [r[\"belief_after\"][hypothesis] for r in records]\n        ax.plot(x, values, marker=\"o\", lw=2.5, color=colors[hypothesis], label=hypothesis + \" candidate\")\n    phases = {\"shared_history\": \"History\", \"intervention\": \"Intervention\", \"next_goal_action\": \"Next goal action\"}\n    labels = [\"Prior\"] + [phases.get(r[\"phase\"], r[\"phase\"]) + \"\\n\" + r[\"action\"] + \"\\n\" + (\"OPEN\" if r[\"observation\"][\"door_open\"] else \"CLOSED\") for r in records]\n    ax.set_xticks(x, labels, fontsize=9)\n    for i, record in enumerate(records, 1):\n        if record[\"phase\"] == \"intervention\":\n            ax.axvspan(i - .35, i + .35, alpha=.12, color=\"#c38b16\")\n    ax.set_ylim(-.08, 1.15); ax.set_yticks([0, .5, 1])\n    ax.set_ylabel(\"Weight within the TWO listed candidates\")\n    ax.set_title(title, fontweight=\"bold\", pad=16)\n    ax.legend(loc=\"upper left\", fontsize=9)\n\n\ndef intervention_markdown(episode):\n    \"\"\"Readable core result; predictions and external observations have separate columns.\"\"\"\n    phases = {\"shared_history\": \"共同历史\", \"intervention\": \"本次干预\", \"next_goal_action\": \"下一动作（已执行）\"}\n    state = lambda value: \"开\" if value else \"关\"\n    lines = [\"| 阶段 | 实际动作 | 按钮候选预测 | 接近候选预测 | 环境实际返回 | 更新后权重（按钮 / 接近） |\", \"|---|---|---|---|---|---|\"]\n    for r in episode[\"records\"]:\n        observation = (\"近\" if r[\"observation\"][\"position\"] == \"near\" else \"远\") + \" / \" + state(r[\"observation\"][\"door_open\"])\n        weights = \" / \".join(f'{r[\"belief_after\"][h]:g}' for h in HYPOTHESES)\n        lines.append(f'| {phases.get(r[\"phase\"], r[\"phase\"])} | `{r[\"action\"]}` | {state(r[\"predictions\"][\"button\"])} | {state(r[\"predictions\"][\"proximity\"])} | {observation} | {weights} |')\n    intervention = next(r for r in episode[\"records\"] if r[\"phase\"] == \"intervention\")\n    gained = intervention[\"entropy_before_bits\"] - intervention[\"entropy_after_bits\"]\n    feedback = episode[\"records\"][-1][\"observation\"][\"door_open\"]\n    lines.append(f'\\n本次干预返回**{state(intervention[\"observation\"][\"door_open\"])}门**，候选熵减少 **{gained:g} bit**；下一动作是 **`{episode[\"next_action\"]}`**，独立环境实际返回**{state(feedback)}门**。完成开门目标与取得区分信息分别检查。')\n    return \"\\n\".join(lines)\n\n\ndef present_intervention(episode, truth, intervention, output=\"my_results\", display_result=True):\n    \"\"\"Save and display THIS run, without replacing baseline or another intervention.\"\"\"\n    from datetime import datetime, timezone\n    from uuid import uuid4\n    import hashlib\n    import html\n    timestamp = datetime.now(timezone.utc).strftime(\"%Y%m%dT%H%M%S.%fZ\")\n    run_id = truth + \"__\" + intervention + \"__\" + timestamp + \"__\" + uuid4().hex[:8]\n    folder = Path(output) / run_id\n    folder.mkdir(parents=True, exist_ok=False)\n    identity = {\"run_id\": run_id, \"generated_at_utc\": timestamp,\n                \"kind\": \"actual_independent_rule_environment_execution\", \"truth_selected_by_experimenter\": truth,\n                \"intervention\": intervention, \"shared_history\": [r[\"action\"] for r in episode[\"records\"] if r[\"phase\"] == \"shared_history\"],\n                \"prior\": episode[\"records\"][0][\"belief_before\"], \"action_costs\": dict(COST),\n                \"trained_parameters\": 0, \"implementation\": \"Lecture04-v20-LAB10\"}\n    data = {\"identity\": identity, **episode}\n    record = json.dumps(data, ensure_ascii=False, indent=2)\n    (folder / \"record.json\").write_text(record + \"\\n\", encoding=\"utf-8\")\n    statement = f'本次运行 `{run_id}`：固定规则环境 `{truth}`、历史 `{identity[\"shared_history\"]}`、先验 `{identity[\"prior\"]}` 与成本 `{COST}`；本轮选择的干预是 `{intervention}`。与同条件另一轮比较时只改 `INTERVENTION`。'\n    result = intervention_markdown(episode)\n    fig, ax = plt.subplots(figsize=(10, 4.8), constrained_layout=True)\n    plot_weights(episode, ax, \"THIS RUN | \" + truth + \" environment | intervention = \" + intervention)\n    fig.savefig(folder / \"candidate-weights.png\", dpi=180, bbox_inches=\"tight\")\n    plt.close(fig)\n    paths = {name: str(folder / name) for name in (\"record.json\", \"candidate-weights.png\", \"result.md\", \"report.html\")}\n    (folder / \"result.md\").write_text(statement + \"\\n\\n\" + result + \"\\n\\n![本次记录的候选权重](candidate-weights.png)\\n\\n完整记录：[record.json](record.json)\\n\", encoding=\"utf-8\")\n    # HTML is a portable saved report, generated from the same actual rows.\n    headers = [\"阶段\", \"实际动作\", \"按钮预测\", \"接近预测\", \"实际返回\", \"更新后权重（按钮 / 接近）\"]\n    rows = []\n    for r in episode[\"records\"]:\n        cells = [r[\"phase\"], r[\"action\"], \"开\" if r[\"predictions\"][\"button\"] else \"关\", \"开\" if r[\"predictions\"][\"proximity\"] else \"关\", r[\"observation\"][\"position\"] + \" / \" + (\"开\" if r[\"observation\"][\"door_open\"] else \"关\"), \" / \".join(f'{r[\"belief_after\"][h]:g}' for h in HYPOTHESES)]\n        rows.append(\"<tr>\" + \"\".join(\"<td>\" + html.escape(value) + \"</td>\" for value in cells) + \"</tr>\")\n    summary = result.split(\"\\n\\n\")[-1].replace(\"**\", \"\").replace(\"`\", \"\")\n    report = '<!doctype html><html lang=\"zh-CN\"><meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width,initial-scale=1\"><title>LAB10 本次结果</title><style>body{font:17px/1.8 system-ui;margin:24px auto;padding:0 20px;max-width:1000px;color:#182b43}h1{color:#003262}img{width:100%;height:auto}.table{overflow:auto}table{border-collapse:collapse;min-width:660px;width:100%}td,th{padding:9px;border-bottom:1px solid #ccd4df;text-align:left}th{background:#eef3f8}pre{overflow:auto;white-space:pre-wrap}a{color:#003262}</style><h1>LAB10｜本次干预结果</h1><p>' + html.escape(statement.replace('`','')) + '</p><div class=\"table\"><table><thead><tr>' + ''.join('<th>'+h+'</th>' for h in headers) + '</tr></thead><tbody>' + ''.join(rows) + '</tbody></table></div><p>' + html.escape(summary) + '</p><img src=\"candidate-weights.png\" alt=\"本次实际记录的候选权重；阶段、动作和开关结果来自记录\"><p><a href=\"record.json\">完整记录 record.json</a> · <a href=\"result.md\">图表说明 result.md</a></p><details><summary>进一步检查：完整 JSON</summary><pre>' + html.escape(record) + '</pre></details></html>'\n    (folder / \"report.html\").write_text(report, encoding=\"utf-8\")\n    (folder / \"sha256.json\").write_text(json.dumps({name: hashlib.sha256((folder/name).read_bytes()).hexdigest() for name in paths}, indent=2) + \"\\n\")\n    if display_result:\n        from IPython.display import display, Markdown, Image, HTML\n        display(Markdown(statement + \"\\n\\n\" + result))\n        display(Image(filename=str(folder / \"candidate-weights.png\")))\n        display(Markdown(\"**本次保存位置：**\\n\\n\" + \"\\n\\n\".join(f'`{path}`' for path in paths.values())))\n        display(HTML('<details><summary>进一步检查：完整 JSON</summary><pre>' + html.escape(record) + '</pre></details>'))\n    return {\"run_id\": run_id, \"directory\": str(folder), \"paths\": paths, \"record\": data}\n\n\n\ndef draw_results(data, output):\n    colors = {\"button\": \"#003262\", \"proximity\": \"#c38b16\"}\n    baseline_key = data[\"identity\"][\"baseline_episode\"]\n    main = data[\"episodes\"][baseline_key]\n    fig, axs = plt.subplots(1, 2, figsize=(12, 4.4), constrained_layout=True)\n    matrix = np.array([[int(predict(h, a)) for a in ACTIONS] for h in HYPOTHESES])\n    axs[0].imshow(matrix, cmap=matplotlib.colors.ListedColormap([\"#edf1f5\", \"#b2d9d5\"]), vmin=0, vmax=1)\n    axs[0].set_xticks(range(4), [\"Approach\\n+ press\", \"Press\\nfrom far\", \"Approach\\nonly\", \"Wait\\nfar\"])\n    axs[0].set_yticks(range(2), [\"Button model\", \"Proximity model\"])\n    for i in range(2):\n        for j in range(4):\n            axs[0].text(j, i, \"OPEN\" if matrix[i, j] else \"CLOSED\", ha=\"center\", va=\"center\", fontsize=11)\n    axs[0].set_title(\"Predictions BEFORE action\", pad=18, fontweight=\"bold\")\n    axs[0].set_xlabel(\"Same prediction           Different predictions          Same\", labelpad=15, fontsize=9)\n    plot_weights(main, axs[1], \"Saved baseline: \" + baseline_key)\n    fig.suptitle(\"LAB10  |  Baseline predictions and actual environment feedback\", fontsize=14, fontweight=\"bold\")\n    fig.savefig(output/\"action-feedback.png\", dpi=180, bbox_inches=\"tight\")\n    plt.close(fig)\n\n    fig, axs = plt.subplots(1, 2, figsize=(11, 4.4), constrained_layout=True)\n    for ax, mechanism in zip(axs, HYPOTHESES):\n        row = data[\"memory\"][mechanism]\n        vals=[int(r[\"observation\"][\"door_open\"]) for r in row[\"history\"]]\n        ax.step(range(4), vals, where=\"mid\", lw=2.5, color=colors[mechanism])\n        ax.scatter(range(4), vals, s=75, color=colors[mechanism])\n        ax.set_xticks(range(4), [\"Both\", \"Wait far\", \"Approach\", \"Wait far\"])\n        ax.set_yticks([0,1], [\"CLOSED\", \"OPEN\"]);ax.set_ylim(-.45,1.35)\n        ax.axvspan(2.75,3.3,color=\"#e5e7eb\")\n        ax.text(3, -.3, \"Same NOW\", ha=\"center\",fontweight=\"bold\",fontsize=11)\n        ax.set_title(\"Hidden rule: \"+mechanism, fontweight=\"bold\")\n        memory_open = row[\"actual_feedback\"][\"observation\"][\"door_open\"]\n        no_memory_open = row[\"without_memory_actual_feedback\"][\"observation\"][\"door_open\"]\n        ax.set_xlabel(\"History -> \"+row[\"with_memory_action\"]+\"; cost \"+str(row[\"with_memory_cost\"])+\"; observed \"+(\"OPEN\" if memory_open else \"CLOSED\")+\"\\nNo history -> \"+row[\"without_memory_action\"]+\"; cost \"+str(row[\"without_memory_cost\"])+\"; observed \"+(\"OPEN\" if no_memory_open else \"CLOSED\"),labelpad=12)\n    fig.suptitle(\"Same current observation | Both policy branches actually executed\", fontsize=14, fontweight=\"bold\")\n    fig.savefig(output/\"memory-comparison.png\", dpi=180, bbox_inches=\"tight\")\n    plt.close(fig)\n\n    fig, ax = plt.subplots(figsize=(8,3.8), constrained_layout=True)\n    vals=[main[\"candidate_information_bits\"][a] for a in ACTIONS]\n    ax.bar([\"Approach + press\", \"Press from far\", \"Approach only\", \"Wait far\"], vals,\n           color=[\"#9ca3af\", \"#003262\", \"#c38b16\", \"#9ca3af\"])\n    ax.set_ylim(0,1.2);ax.set_yticks([0,.5,1]);ax.set_ylabel(\"Expected information (bits)\")\n    ax.set_title(\"More repeated observations are not always more discriminating\",fontweight=\"bold\")\n    ax.text(.5,1.08,\"Before the intervention; two deterministic candidates with equal prior\",ha=\"center\",transform=ax.transAxes,fontsize=9)\n    fig.savefig(output/\"action-information.png\",dpi=180,bbox_inches=\"tight\")\n    plt.close(fig)\n\n\ndef run(output):\n    output=Path(output);output.mkdir(parents=True,exist_ok=True)\n    data={\"identity\": {\"lab\": \"LAB10\", \"kind\": \"deterministic_rule_environment\",\n                       \"baseline_episode\": \"button__approach\",\n                       \"trained_parameters\": 0, \"seed\": \"not applicable; deterministic\",\n                       \"goal\": \"Observe open door on next step, not traverse doorway\",\n                       \"prior\": {\"button\": .5,\"proximity\": .5},\n                       \"action_costs\": COST,\n                       \"assumptions\": [\"mechanism fixed within episode\", \"no fault, noise or delay\",\n                                       \"button pulse and sensing evaluated afresh each step\",\n                                       \"two candidates do not exhaust real door mechanisms\"]},\n          \"episodes\":{},\"memory\":{},\"checks\":verify_separation()}\n    # 真相只在构造独立环境时使用；控制器仅收到其 step 方法。\n    for mechanism in HYPOTHESES:\n        for intervention in (\"approach\",\"press_far\",\"both\"):\n            env=DoorEnvironment(mechanism)\n            result=controller_episode(env.step,intervention)\n            data[\"episodes\"][mechanism+\"__\"+intervention]=result\n            assert result[\"goal_open_succeeded\"]\n        env=DoorEnvironment(mechanism)\n        memory_result=memory_controller(env.step, keep_history=True)\n        no_history_env=DoorEnvironment(mechanism)\n        no_history_result=memory_controller(no_history_env.step, keep_history=False)\n        assert memory_result[\"history\"] == no_history_result[\"history\"]\n        assert memory_result[\"same_current_observation\"] == no_history_result[\"same_current_observation\"]\n        assert memory_result[\"actual_feedback\"][\"observation\"][\"door_open\"]\n        assert no_history_result[\"actual_feedback\"][\"observation\"][\"door_open\"]\n        memory_result[\"without_memory_actual_feedback\"] = no_history_result[\"actual_feedback\"]\n        memory_result[\"without_memory_decision_belief\"] = no_history_result[\"decision_belief\"]\n        data[\"memory\"][mechanism]=memory_result\n    assert data[\"memory\"][\"button\"][\"same_current_observation\"] == data[\"memory\"][\"proximity\"][\"same_current_observation\"]\n    assert data[\"memory\"][\"button\"][\"with_memory_action\"] != data[\"memory\"][\"proximity\"][\"with_memory_action\"]\n    for mechanism in HYPOTHESES:\n        assert data[\"episodes\"][mechanism+\"__both\"][\"final_belief\"] == {\"button\": .5,\"proximity\": .5}\n    data[\"checks\"][\"six_episode_branches_completed\"]=True\n    data[\"checks\"][\"same_observation_different_history_actions\"]=True\n    data[\"checks\"][\"both_memory_policies_actually_executed\"]=True\n    (output/\"trajectories.json\").write_text(json.dumps(data,ensure_ascii=False,indent=2),encoding=\"utf-8\")\n    draw_results(data,output)\n    print(json.dumps({\"output\":str(output),\"checks\":data[\"checks\"],\n                      \"main_next_action\":data[\"episodes\"][\"button__approach\"][\"next_action\"]},ensure_ascii=False,indent=2))\n    return data\n\n\n",
   "execution_count": null,
   "outputs": []
  },
  {
   "cell_type": "code",
   "id": "9cc1b7efc2675820",
   "metadata": {
    "deepnote_block_id": "6d559d90027746cea66d42f7ed40d637",
    "output_provenance": {
     "origin": "Deepnote executed snapshot",
     "run_id": "4a4e1c38-7c6e-4f3d-953c-c5bff4a3ae2a",
     "content_hash": "sha256:66a8c2ba6c0b8bd365ae61fc0bde675bb398ea7470ded3e96bd7c4260c01b90e"
    },
    "verified_cloud_execution": {
     "run_id": "37ee2561-7d97-457e-a5b5-7573d7c42689",
     "content_hash": "sha256:66a8c2ba6c0b8bd365ae61fc0bde675bb398ea7470ded3e96bd7c4260c01b90e",
     "status": "success",
     "completed_at": "2026-10-01T02:59:49.325Z",
     "output_count": 1
    },
    "cloud_content_sha256": "sha256:66a8c2ba6c0b8bd365ae61fc0bde675bb398ea7470ded3e96bd7c4260c01b90e"
   },
   "source": "all_results = run(\"results\")\n",
   "execution_count": null,
   "outputs": [
    {
     "name": "stdout",
     "text": "{\n  \"output\": \"results\",\n  \"checks\": {\n    \"external_feedback_controls_update\": true,\n    \"candidate_failure_is_reported\": true,\n    \"six_episode_branches_completed\": true,\n    \"same_observation_different_history_actions\": true,\n    \"both_memory_policies_actually_executed\": true\n  },\n  \"main_next_action\": \"press_far\"\n}\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "id": "873465ab6d3a5f8d",
   "metadata": {
    "deepnote_block_id": "db1f8632379842cda771c08ec8f7c44a",
    "cloud_content_sha256": "sha256:c50f79c1d30cdf4d8370c70fe061d85ca4abe701bffe43357ac73003ac347d88"
   },
   "source": "## 改一次干预，紧接着读本次结果\n\n先运行默认 `approach`，再只把 `INTERVENTION` 改为 `both` 并运行下面这一段。每次立即得到条件说明、实际记录表、候选权重图和独立保存目录，最后可展开完整 JSON。`TRUTH` 只用于构造环境，控制器仍只收到 `step(action)`。无需先读长 JSON。\n"
  },
  {
   "cell_type": "code",
   "id": "048fe8f800d759b4",
   "metadata": {
    "deepnote_block_id": "1a29e5fa18124491ad912a4e4bc6f2e7",
    "output_provenance": {
     "origin": "Deepnote executed snapshot",
     "run_id": "4a4e1c38-7c6e-4f3d-953c-c5bff4a3ae2a",
     "content_hash": "sha256:66594ad01e43fe19aa2912234fb0147f0f733789c5772081123c069917b97282"
    },
    "cloud_content_sha256": "sha256:66594ad01e43fe19aa2912234fb0147f0f733789c5772081123c069917b97282",
    "verified_cloud_execution": {
     "run_id": "37ee2561-7d97-457e-a5b5-7573d7c42689",
     "content_hash": "sha256:9c146f4573bdd9a24309605c5ed36995fc9e3d4c1d15452fbf4b488ef2788a86",
     "status": "success",
     "completed_at": "2026-10-01T02:59:49.325Z",
     "output_count": 4
    }
   },
   "source": "TRUTH = \"button\"                 # 两轮保持不变\nINTERVENTION = \"approach\"         # 下一轮只把这一项改成 \"both\"\nenvironment = DoorEnvironment(TRUTH)\nmy_run = controller_episode(environment.step, INTERVENTION)\nmy_saved = present_intervention(my_run, TRUTH, INTERVENTION, \"my_results\")\n",
   "execution_count": null,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "本次运行 `button__approach__20261001T025909.716281Z__ab311b40`：固定规则环境 `button`、历史 `['both', 'wait_far']`、先验 `{'button': 0.5, 'proximity': 0.5}` 与成本 `{'both': 2.2, 'press_far': 1.0, 'approach': 1.2, 'wait_far': 0.0}`；本轮选择的干预是 `approach`。与同条件另一轮比较时只改 `INTERVENTION`。\n\n| 阶段 | 实际动作 | 按钮候选预测 | 接近候选预测 | 环境实际返回 | 更新后权重（按钮 / 接近） |\n|---|---|---|---|---|---|\n| 共同历史 | `both` | 开 | 开 | 近 / 开 | 0.5 / 0.5 |\n| 共同历史 | `wait_far` | 关 | 关 | 远 / 关 | 0.5 / 0.5 |\n| 本次干预 | `approach` | 关 | 开 | 近 / 关 | 1 / 0 |\n| 下一动作（已执行） | `press_far` | 开 | 关 | 远 / 开 | 1 / 0 |\n\n本次干预返回**关门**，候选熵减少 **1 bit**；下一动作是 **`press_far`**，独立环境实际返回**开门**。完成开门目标与取得区分信息分别检查。"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XFhx/++03280Nx44ds/XLreA4b948I8k0btzYXLp0yWH+lJQUU716dePm5mYOHDhg17Zz505bkWnBggVm69atxtfX11gsFrN48WKHua614Gi96W7AgAFO262F0yvnnzZtmpFkKlSoYPewkNVrr71mJJmIiAin5+25adu2rZFkjh49arfc1YJjXu655x4jyaxZs8Zueffu3Y0k079//3zP5WrB0dX9aK2NWCwW8+uvvzqMmzhxoq2IWZh4pSpKlY8++kht27ZV27Zt1bRpU1WqVEmTJk2SdPkVIb1797brP2DAALm7uxdoHQsXLpQkPf74405fvzps2DBJl18fkpqa6tDesWNHVa9evUDrBICyrEaNGg6vhMj5U6NGjQLNJUlLlizR6dOnCyW+osz7CQkJql27tnbs2KE1a9bYtc2cOVPZ2dnq2bOnypUrd41bAQClAzmfnA+gdAkJCVGvXr0clrds2VKSbK+mLoivv/5akvTggw86bW/cuLEiIiK0d+9eHT582KE9r1zavXt3BQYGat26dQ6vxJs3b57Onz+vuLg41alTx7Z8wYIFunjxojp27Gj7FtmVevbsKUkO3/S1crYtoaGhtvn27dvndFxB/fjjjzLGqGXLlrZ/g5xat26t5s2byxijH3/8Md+xNmrUSD4+Pjp79myRfHMLwLVp3ry5evTooQsXLuj111+/an9rnh00aJC8vLwc2v39/XXrrbcqOzvb4Vuz0dHRGj9+vKTLr1G9++67deHCBQ0bNkwdO3YshK2xZ81Vub22c/DgwU6XW8/LhwwZIn9/f4f2Rx55RJ6enkpKSnL6rcQVK1bomWeeUffu3RUfH2+rGVhfLb1p0yaXtseZjRs3auTIkerZs6cSEhJs67J+zzfnNzMvXLigRYsWSZJGjBhRaDHk5lr3Y6NGjexeUW51LecJeeHDcyhVDh06pEOHDkmS3N3dVb58ebVp00b33Xef+vTp49C/fv36BV6HNSk1aNDAaXvdunXl4eGhzMxM7d27Vw0bNrzmdQJAWTZ48GCNGTMm1/YxY8Zo7Nix+ZrrjjvuUK1atbR582ZVr15dnTp1Urt27RQfH69mzZoV+KPmUtHmfYvFosGDB2vkyJGaMWOGWrVqZWv7+OOPJV3+BQAAygpyPjkfQOlSu3Ztp8tDQ0MlSSkpKQWaLzU1Vfv375d0+SJmbrnY+l2xI0eOOBQX88qlvr6+uuOOOzRz5kx98skndscU6/eu+vfvbzfmjz/+kHT5G1Zt27Z1Om9ycrItHmeioqKcLg8NDdXOnTsLvJ9yc7XjkCTFxMRo7dq1Tr/HWLFiRbvvEudUqVIlHTp0SCkpKapQoUKhxAug8Lz00kuaN2+epk6dqmeffTbPB1asee2DDz7QnDlznPY5cOCAJOd57aGHHtL8+fM1b948/fnnn4qNjc1XobOgkpOTdfLkSUmXC1fO5Lb8avkwODhY1apVU1JSknbt2qV69epJuvzNwXvuuUdffPFFnrEV1s0Xw4cP18SJE/O9rj179ig9PV0BAQGKjY0tlBjy4up+tMrr+CcV/DzhanjCEaXK6NGjZS6/6leZmZk6ceKEFi5c6LTYKMlpVf9qrP8nyu1D3+7u7rYTt/PnzxfKOgEA+ePn56eVK1dqyJAh8vLy0ty5c/XMM8+oefPmCg8P17Rp0wo8Z1Hn/UGDBsnd3V2ff/65Lly4IElavXq1du3aperVqxfJHYYAUBaQ8wHg2uWWt9zcXLvkZy3cSZfz26pVq5z+WHOoNRfmJyYra0Hxs88+sy07c+aMFi5cKHd3d/Xt29dpTIcPH841nq1bt+YaT14xWfeTMSbPmPPrasehnG0FPQ4VdqwAClejRo1011136dKlS3rllVfy7GvNa1u3bs01r1mfIM8tr7Vv39725379+snHx6dwNiSHnMWowMBAp31yW+5qPnzzzTf1xRdfqHLlypoxY4b27dunCxcu2GoGAwYMkHS5MHmtPvnkE02cOFF+fn56++23tXPnTqWmpio7O1vGGI0aNcphXefOnZOkXG8OKWxFdVwpqmMKBUfccAICAiRJf/75p9P2rKws210LuSVMAEDRqVKlij744AOdOnVKa9eu1fjx43XzzTfr0KFDGjJkiGbPnl2g+Yo671etWlVdunTR2bNn9c0330iSpk+fLkm69957Xb7YAwA3AnI+AJQu1jwqSWlpabYLvLn9JCQkFHgdHTp0UOXKlbVr1y6tW7dOkvTll18qPT1dt9xyi8LCwpzG9Nxzz101ntxeqVpcrnYcytnGNSeg7Bk7dqzc3Nz00UcfKSkpKdd+1lyxYMGCq+Y1Z28X2blzp1544QXbU+ivvvqq9uzZU+jbk/OY4KyYlddyV/PhrFmzJF0+xx44cKAiIyPtiqmF9SmGnOsaN26cHnvsMUVHR8vPz8+2X52tKygoSNL/FR6L2vV2XOG3IdxwoqOjJcl299uVdu7cqczMTLm7u+f6ahIAQNFzd3dXXFychg8frmXLlunZZ5+VdPmVIzld7ZV7xZH3rd8ymDFjhi5cuGB79cegQYNcmg8AbjTkfAAoHayvZpNyz6XXyt3d3fYmq08//dTuf/v16+fQPyYmpkjjccaV13pLVz8O5Wyz9gVQdtSvX1/9+vVTRkaGXnrppVz7XUtes75yNC0tTU8++aQefvhhpaam6p577lFmZqZDf1fzmSSVK1fO9urNzZs3O+2T2/Kr5cOzZ8/aXhebMx9aX+vt7BXaWVlZthtVCkNe65KkX3/91WFZnTp15OXlpfPnz2vLli2FFktuXN2PJYWCI244Xbp0kSS98847Th8Z/u9//yvpcqLh9akAUHq0adNGknT06FG75b6+vpJyf81IceT97t27q3LlylqyZIn++9//6ty5c2rbtq3q1Knj0nwAcKMj5wNA0blaLv3HP/4hSRo/fnyRxWB9rers2bN18OBBLV++XD4+Prrzzjsd+t5+++3y9vbWokWLtG3btiKLKaer7aPcdO7cWRaLRb/99pvTC9W//PKL1q5dKzc3N3Xq1KlQYgVQuowePVoeHh6aOXOmdu/e7bSPNc9OnTpVaWlpBZp/7NixWrdune27jW+99Zbq1q2rX3/91emrXF3NZ1bWXPXRRx85bbe+7eNK1vPyadOmKTU11aH93XffVUZGhiIjI1W3bl2HeI8fP+4w5rPPPsvzSb+CymtdK1ascFrc9PHxUdeuXSVJ//nPfwq8roL+O7i6H0sKBUfccIYOHarg4GBt27ZNjzzyiC5evGhrmz59uj788ENJ0vPPP19SIQLADWv8+PEaP368wwXmkydPatKkSZKkZs2a2bXVqlVLkrRs2TKncxZH3vfw8NC9996r7OxsvfDCC5Kk++67z+X5AOBGQM4HgJJxtVz6z3/+UxUrVtRnn32mRx991PYqaqvz58/r888/11NPPeVyDC1atFBUVJSOHTumhx9+WNnZ2erevbvtVXU5hYWF6ZlnnlFmZqa6dOmiH3/80aHPH3/8oX/+859atWqVyzHldLV9lJvatWurV69ekqSBAwdq586dtrZdu3bZnobv06ePbR0AypaoqCjde++9ysrK0ueff+60T8+ePdW2bVvt2bNHXbt21Y4dO+zaMzMztXTpUvXr10+XLl2yLV+1apXeeOMNeXl56ZNPPpG3t7f8/Pz0v//9T56ennr11VcdbnaoVKmSAgMDdeLECW3fvr3A2zN8+HC5u7tr5syZevvtt2039WVkZOif//ynVq9e7XTc3XffrfDwcJ06dUr33HOP3TeCFyxYYCuOjhgxwu4pzHbt2kmSnnrqKbvXls6bN09Dhw4t1G9VWtc1cuRIu0Lm6tWr1adPn1zXNWbMGHl5eWnmzJl6+umn7V4rm52drQULFuj777+3G+PqccXV/VhSKDjihlOlShV98skn8vHx0XvvvafKlSurRYsWql69ugYPHqysrCyNHTuWO80AoAQcPHhQTz/9tKpVq6bw8HC1bNlSMTExqlatmpYuXapq1ao53LFnfR3T0KFDddNNNykhIUEJCQnauHGjpOLL+4MHD5Z0+RcDf39/9e7d+5rmA4CyjpwPACXDmktvv/12NW3a1JZLrU94VK1aVfPnz1flypU1ZcoUVa5cWbGxsfrb3/6m6OholStXTn379s31InN+WZ9y/OGHH+z+7sxLL72kIUOG6NChQ+rcubNCQ0PVsmVLNW3aVOXLl1fDhg315ptv5votsYKy7qN///vfqlu3ruLj45WQkKCFCxdedeyUKVPUuHFj7dy5Uw0aNFDDhg3VsGFD1a9fXzt37lTTpk01efLkQokTQOn04osvysvLS1lZWU7bLRaLvvrqK7Vs2VLLly9X/fr1VatWLbVq1Uo33XSTAgMDdcstt+izzz6zFfjOnz+vAQMGKCsrS6+++qoaNmxomy8uLk6jR49WZmamBgwYYPcknMVisd0I0bRpUzVv3tyW9/OjadOmev3112WM0RNPPKGqVauqZcuWCgsL07hx4/Taa69Juvy67Jx8fX01Z84chYSE6Ntvv1XVqlXVvHlz1apVS926dVNqaqoGDx6sBx980G7cSy+9JB8fH33//feqVq2amjVrppo1a6pHjx5q2bKl7rrrrnzFnR/PPfecKlasqLVr1yoiIkKNGzdWnTp11KZNG5UvX16PPvqo03GNGzfWrFmz5O3trfHjx6tSpUpq2rSp7d+uW7duDk9HXu3YmxtX92NJoeCIG1K3bt30+++/a+DAgQoMDNTGjRt18eJF3XbbbVq0aJFefPHFkg4RAG5IDz/8sF566SXFx8crOztbGzduVFJSkurVq6cRI0Zo48aNioiIsBszYMAATZo0SQ0bNtTevXu1bNkyLVu2zO6ur+LI+/Xq1VPr1q0lXX49Ss6PqwMAHJHzAaBkjBgxQmPGjFFUVJS2bdtmy6U5nwpv0aKFtm3bpjFjxqhx48Y6ePCg1q9fr+TkZMXHx+utt97K9cmd/MpZYAwJCbG9os4ZNzc3ffDBB1q8eLHuuusueXp66vfff9fOnTsVGhqq+++/XwsWLFCHDh2uKSardu3a6dNPP1WLFi105MgRLV++XMuWLbvqhWFJqlChglatWqXXXntNN910k/bu3au9e/fqpptu0htvvKGVK1cqJCSkUOIEUDqFh4fbvvudm9DQUK1YsUIffvihOnTooHPnzmnt2rU6dOiQYmJiNGLECK1du9b2lN2wYcO0f/9+JSQkOH3CfMSIEWrbtq12796t4cOH27VNmjRJw4YNU1hYmDZt2mTL+/n17LPP6ttvv1Xr1q117tw57dy5U40bN9aPP/5oy93OnlBv3ry5Nm/erEcffVRhYWHavHmzzpw5o4SEBM2ePVvTpk1zGNOkSROtXLlSXbt2lcVi0fbt2xUUFKRXX31VP/zwg0Nh81rUqFFDa9asUa9eveTn52d70vS5557TmjVr8jzH7927tzZv3qwHHnhAVatW1bZt23TkyBFFRUXpueee04ABA+z65+fYmxtX9mNJsRhnH7YAAABAgRhjFBUVpX379mnp0qX5vlsQAHD9IecDAAAA0ldffaW77rpLPXv21DfffFPS4aCE8YQjAABAIUhMTNS+fftUu3ZtxcfHl3Q4AIAiRM4HAAAALn8nXZLatm1bwpGgNKDgCAAAcI0uXbpke0XfI488Uio+1A0AKBrkfAAAANxIpk+frqVLlyrnyzJTU1P17LPPav78+QoMDNQ999xTghGitOCVqgAAAC6aMWOGpk+frp07d+rPP/9URESEtm7dKj8/v5IODQBQyMj5AAAAuBENGTJE06ZNU7ly5RQVFaWsrCxt375dFy9elIeHh2bNmqW+ffuWdJgoBXjCEQAAwEVJSUlavny5Lly4oC5dumjhwoVceAaAMoqcDwAAgBvRvffeq3vuuUcVKlTQzp07tWXLFlWsWFH9+vXTr7/+SrERNjzhCAAAAAAAAAAAAMBlPOEIAAAAAAAAAAAAwGUUHAEAAAAAAAAAAAC4jIIjAAAoVhaLRRaLpaTDsElMTJTFYlFCQkJJhwIAkJSQkCCLxaLExMQiX1dmZqZeeeUV1alTR15eXrJYLOrZs2eRrxcAULYkJSXJYrEoIiKipEMBAOTDnDlz1KJFC/n7+8tisahcuXIlHVKZ4FHSAQAAABSliRMnKjk5WU8++SQnkABwHUtMTFRiYqISEhIK7SaRUaNG6Y033pC3t7diY2Pl5+enBg0aFMrcAAAAAEqfhQsXqnfv3pKk+vXrq3z58goMDCzhqMoGCo4AAKBMmzhxog4cOKBBgwZRcASA60DNmjVVt25d+fn52S1PTEzU2LFjJalQCo7GGE2dOlUWi0Vr1qxRkyZNrnlOAAAAAKXb1KlTJUkTJkzQk08+WbLBlDEUHAEAAAAApcbMmTOLZT0nT57UmTNnFBoaSrERAAAAuEHs3LlTktS5c+cSjqTs4RuOAAAAAIAbzoULFyRJvr6+JRwJAAAAgOLC7wFFh4IjAAAoMV988YVatWqlwMBAlStXTl27dtWvv/6aa//MzEy9++67atWqlYKDg+Xr66sGDRpo5MiRSk5Otus7Y8YMWSwWHThwQJIUGRkpi8Vi+0lMTHSY3xijyZMnq1GjRvL19VWlSpV099132+YAgLLOGKNKlSrJYrHozz//tGs7fPiwLYeOGjXKYWzPnj1lsVj05ZdfSpKSk5P10Ucf6Y477lCdOnXk5+enwMBANWvWTP/+97918eJFpzEkJCQ45GmLxWJ7nerYsWPt8vmgQYMKtI1JSUmyWCyKiIiQJB04cMBuvqSkJEnS8ePH9c4776hr166qVauWfHx8VK5cObVp00bvvfeesrOznc5vnUeSvvnmGyUkJKh8+fKyWCzauHFjgWIFgMKwZcsWjRkzRm3atFG1atXk5eWl0NBQ3X777Vq8eLFD/8TERFksFiUkJCgzM1Ovvfaa6tevL19fX4WFhWnw4ME6evSo03XlzIEFOdfPmfs3bdqk3r17KywsTO7u7po4caKt35kzZ/T888+rQYMG8vX1VXBwsFq3bq2pU6cqKyvL6dw//fSTHn/8cTVp0kQVK1aUt7e3wsPDdd9999mecsnN3r179eijjyo6Olp+fn4qV66cGjZsqGeeeUa7d+/Oddzs2bPVsmVLBQQEqFy5crr99tu1efPmPNcFAIWlqHNxVlaWPvzwQ8XHxyskJEQ+Pj6KiorSU089pRMnTjide9u2bbr33nsVHh4uLy8vBQUFqXbt2rrzzjv16aefOvRfsGCBbrvtNoWGhsrT01MVKlRQgwYNNGTIEK1evdql/RIREWF3vp/zOtGMGTMkXS5GfvbZZ+rXr5/q16+vwMBA+fv7KzY2ViNHjtSZM2euad+VeQYAAKAYSTKSzLhx44wkExoaauLi4ky5cuWMJOPh4WG++eYbh3EXLlwwt956q218dHS0adKkifH09DSSTGRkpNm/f7+t/4IFC0ybNm2Mt7e3kWTi4uJMmzZtbD8bNmwwxhizdOlSI8nEx8eb/v37G0mmdu3apmHDhsbLy8tIMtWqVTN//fVXMe0hAChZd955p5FkZs+ebbd81qxZthzctm1bu7asrCwTEhJiJJkTJ07Y9ffy8jLh4eGmefPmJioqynh4eBhJ5m9/+5u5ePGiw/rj4+ONJLN06VLbsjZt2pgaNWoYSaZGjRp2+fzVV18t0PYdO3bMtGnTxsTFxRlJxtvb226+Y8eOGWOMefnll40k4+PjY2rVqmWaN29uIiMjjcViMZLMnXfeabKzsx3mt+6jf//730aSqVSpkmnevLkJCwszv//+e4FiBYDC0KFDByPJBAcHm3r16plmzZqZsLAwW76aOHGiXX/r+fHNN99sevToYTs/btq0qe38OCwszOzevdthXa6e61tz/9ixY423t7fx8/MzzZo1M1FRUbb49u7da8LDw23zNG7c2ERHR9vW2aVLF3Pp0iWHud3d3W35uGHDhqZhw4YmKCjISDIBAQFm5cqVTvfbF198YXx8fGzHisaNG5uYmBjj5+dnJJnRo0fb+u7fv99IMuHh4eb55583kkz16tVNkyZNbP2DgoLMzp07C/AvBwCuKcpcfO7cOdO+fXsjyVgsFlOjRg3TsGFD4+vra8t9Vx4f1q5da8uFfn5+JjY21jRu3NhUqFDBSDIxMTF2/SdPnmzbhgoVKpimTZua+vXrm4CAACPJPProoy7tl7vuuivX60QLFiwwxhizYsUKI8m4u7ubatWqmWbNmpm6devaxkRFRZmTJ0+6tO9uBBQcAQBAsbKeNHp6epr//Oc/JisryxhjzKVLl8zjjz9uuxhiveBr9eyzz9pOlNesWWNbfvjwYfO3v/3NSDKtW7d2WJ/1okTOYmRO1gsqnp6eJiwszKxatcpu7tjYWCPJ/Otf/yqErQeA0m/SpElGknn44Yftlg8ZMsR2E4aXl5dJS0uztW3cuNFIMg0aNLAt27Rpk5k3b565cOGC3TxHjhyxFTVfeeUVh/U7KzgaY8zo0aMdLvBei5wXh51ZsWKFWbJkicnIyLBbvnv3btO2bVsjyfzvf/9zGGc9znl5eZnJkyfbjnNZWVlOL4QDQFGbM2eO2bRpk8PypUuXmrCwMOPh4WF3rpzz/DgwMNAsXrzY1nb8+HHTrl07240jV3L1XN+a+93d3c3gwYNNSkqKrS0tLc1kZ2ebFi1aGEmmVatW5vDhw7b2NWvWmEqVKuV6zv7ee++ZQ4cO2S1LT083U6dONR4eHiY6OtrhBpINGzbYiqtPPPGEOXfunK0tKyvLfP/99+a7776zLbMeUzw8PExAQICZO3eurS05OdkkJCQYSebuu+92iA8ACltR5WJjjO1G7bZt25rt27fb2lNTU82DDz5oJJkWLVrYzdu9e3cjyQwcONCcP3/erm3Hjh3mvffes/09IyPDdiPjlClTTGZmpq0tOzvbJCYmmm+//faa9k9e14mSkpLM559/bpf3jTHm1KlTZujQoUaSGTJkiMO4/Oy7GwEFRwAAUKysJ749evRwaMvOzrYV+HJeUD579qzx9/d3+sSNMcYcOHDA9sTMlReo81twlGS++OILh/Zvv/3WSDKNGjUqyGYCwHVr06ZNRpKpV6+e3fKoqCgTGhpqXnjhBSPJ/PTTT7a2iRMnGknmkUceydc60tLSjJeXl6lbt65DW2kpOOZlz549RpLp3LmzQ5v1mOLqndcAUJw+/PBDI8m8/vrrtmU5z4/Hjx/vMObw4cO2YtyVudqVc31j/i/3N2zY0O7istWSJUtsF88PHjzo0P7pp5/anli88iJxXu655x4jye6GRmP+7+J4//798zWP9Zgiybz55psO7dYbc4KDg/MdGwC4qqhy8R9//GG7AfH06dMO7VlZWba3iKxYscK2vG7dukaS05tfrnTs2DEjyYSEhORjS11ztetEealevbrx9/d3uCnxavvuRsE3HAEAQIl49NFHHZZZLBbb8kWLFtmWr1y5Uqmpqapataruuusuh3E1a9bUHXfcIUlauHChS/GEhISoV69eDstbtmwp6fL3WwDgRnDTTTepfPny2rFjh+07jkePHtWePXsUHx+vhIQESbL7xuKyZcskSfHx8XZzZWRk6IsvvtBDDz2kLl26qF27dmrbtq1uvfVWWSwW7dq1SxcuXCiW7XJFamqqpk+frsGDB6tz5862+AcOHChJeX6TsaDflgSAonT06FGNGzdOffv2VYcOHdS2bVu1bdvW9l0pZ/nMy8tLQ4YMcVherVo127l3znP2nApyrp/TgAED5O7u7rDceo5/5513qkaNGg7t1m9lpaSkaNWqVQ7tGzdu1MiRI9WzZ08lJCTYtt96/Mq5/RcuXLDFN2LECKdx5uXBBx90WNaoUSP5+Pjo7NmzOnXqVIHnBABXFHYu/vrrryVJvXr1UkhIiEO7m5ubunfvLsn+dwVr3v7yyy9ljMkz5kqVKsnHx0fJyclOvzNcHIw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      "text/markdown": "**本次保存位置：**\n\n`my_results/button__approach__20261001T025909.716281Z__ab311b40/record.json`\n\n`my_results/button__approach__20261001T025909.716281Z__ab311b40/candidate-weights.png`\n\n`my_results/button__approach__20261001T025909.716281Z__ab311b40/result.md`\n\n`my_results/button__approach__20261001T025909.716281Z__ab311b40/report.html`"
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     "data": {
      "text/plain": "<IPython.core.display.HTML object>",
      "text/html": "<details><summary>进一步检查：完整 JSON</summary><pre>{\n  &quot;identity&quot;: {\n    &quot;run_id&quot;: &quot;button__approach__20261001T025909.716281Z__ab311b40&quot;,\n    &quot;generated_at_utc&quot;: &quot;20261001T025909.716281Z&quot;,\n    &quot;kind&quot;: &quot;actual_independent_rule_environment_execution&quot;,\n    &quot;truth_selected_by_experimenter&quot;: &quot;button&quot;,\n    &quot;intervention&quot;: &quot;approach&quot;,\n    &quot;shared_history&quot;: [\n      &quot;both&quot;,\n      &quot;wait_far&quot;\n    ],\n    &quot;prior&quot;: {\n      &quot;button&quot;: 0.5,\n      &quot;proximity&quot;: 0.5\n    },\n    &quot;action_costs&quot;: {\n      &quot;both&quot;: 2.2,\n      &quot;press_far&quot;: 1.0,\n      &quot;approach&quot;: 1.2,\n      &quot;wait_far&quot;: 0.0\n    },\n    &quot;trained_parameters&quot;: 0,\n    &quot;implementation&quot;: &quot;Lecture04-v20-LAB10&quot;\n  },\n  &quot;records&quot;: [\n    {\n      &quot;phase&quot;: &quot;shared_history&quot;,\n      &quot;action&quot;: &quot;both&quot;,\n      &quot;predictions&quot;: {\n        &quot;button&quot;: true,\n        &quot;proximity&quot;: true\n      },\n      &quot;observation&quot;: {\n        &quot;position&quot;: &quot;near&quot;,\n        &quot;door_open&quot;: true\n      },\n      &quot;belief_before&quot;: {\n        &quot;button&quot;: 0.5,\n        &quot;proximity&quot;: 0.5\n      },\n      &quot;belief_after&quot;: {\n        &quot;button&quot;: 0.5,\n        &quot;proximity&quot;: 0.5\n      },\n      &quot;entropy_before_bits&quot;: 1.0,\n      &quot;entropy_after_bits&quot;: 1.0\n    },\n    {\n      &quot;phase&quot;: &quot;shared_history&quot;,\n      &quot;action&quot;: &quot;wait_far&quot;,\n      &quot;predictions&quot;: {\n        &quot;button&quot;: false,\n        &quot;proximity&quot;: false\n      },\n      &quot;observation&quot;: {\n        &quot;position&quot;: &quot;far&quot;,\n        &quot;door_open&quot;: false\n      },\n      &quot;belief_before&quot;: {\n        &quot;button&quot;: 0.5,\n        &quot;proximity&quot;: 0.5\n      },\n      &quot;belief_after&quot;: {\n        &quot;button&quot;: 0.5,\n        &quot;proximity&quot;: 0.5\n      },\n      &quot;entropy_before_bits&quot;: 1.0,\n      &quot;entropy_after_bits&quot;: 1.0\n    },\n    {\n      &quot;phase&quot;: &quot;intervention&quot;,\n      &quot;action&quot;: &quot;approach&quot;,\n      &quot;predictions&quot;: {\n        &quot;button&quot;: false,\n        &quot;proximity&quot;: true\n      },\n      &quot;observation&quot;: {\n        &quot;position&quot;: &quot;near&quot;,\n        &quot;door_open&quot;: false\n      },\n      &quot;belief_before&quot;: {\n        &quot;button&quot;: 0.5,\n        &quot;proximity&quot;: 0.5\n      },\n      &quot;belief_after&quot;: {\n        &quot;button&quot;: 1.0,\n        &quot;proximity&quot;: 0.0\n      },\n      &quot;entropy_before_bits&quot;: 1.0,\n      &quot;entropy_after_bits&quot;: -0.0\n    },\n    {\n      &quot;phase&quot;: &quot;next_goal_action&quot;,\n      &quot;action&quot;: &quot;press_far&quot;,\n      &quot;predictions&quot;: {\n        &quot;button&quot;: true,\n        &quot;proximity&quot;: false\n      },\n      &quot;observation&quot;: {\n        &quot;position&quot;: &quot;far&quot;,\n        &quot;door_open&quot;: true\n      },\n      &quot;belief_before&quot;: {\n        &quot;button&quot;: 1.0,\n        &quot;proximity&quot;: 0.0\n      },\n      &quot;belief_after&quot;: {\n        &quot;button&quot;: 1.0,\n        &quot;proximity&quot;: 0.0\n      },\n      &quot;entropy_before_bits&quot;: -0.0,\n      &quot;entropy_after_bits&quot;: -0.0\n    }\n  ],\n  &quot;candidate_information_bits&quot;: {\n    &quot;both&quot;: 0.0,\n    &quot;press_far&quot;: 1.0,\n    &quot;approach&quot;: 1.0,\n    &quot;wait_far&quot;: 0.0\n  },\n  &quot;final_belief&quot;: {\n    &quot;button&quot;: 1.0,\n    &quot;proximity&quot;: 0.0\n  },\n  &quot;next_action&quot;: &quot;press_far&quot;,\n  &quot;goal_open_succeeded&quot;: true\n}</pre></details>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69f7df3113e75989",
   "metadata": {
    "deepnote_block_id": "54aaa34133ec4323b745d9e74bcfc0d2",
    "cloud_content_sha256": "sha256:ea543377ce7f70128f9f913953e489261d333eeeb613dd8ed359abf560ba30d9"
   },
   "source": "## 独立阅读材料：原基线、候选信息量与记忆对照\n\n下面三张图读取 `all_results = run(\"results\")` 的六情节与记忆对照。第一张明确对应按钮环境＋`approach` 的基线；第二张对应等权先验下的四动作候选信息量；第三张对应两种隐藏机制下、有历史与无历史策略的实际执行。它们不随上方单次干预改变。本次干预图已在上方出现，并保存在 `my_saved[\"directory\"]`。\n"
  },
  {
   "cell_type": "code",
   "id": "a705a2658edb5e6f",
   "metadata": {
    "deepnote_block_id": "9a5b21548a794447bd0d4c3705dd5ff6",
    "output_provenance": {
     "origin": "Deepnote executed snapshot",
     "run_id": "4a4e1c38-7c6e-4f3d-953c-c5bff4a3ae2a",
     "content_hash": "sha256:dcf4202e3aa1ff25528585066a8c46759e18c964d8432672709818593cd65a8d"
    },
    "verified_cloud_execution": {
     "run_id": "37ee2561-7d97-457e-a5b5-7573d7c42689",
     "content_hash": "sha256:dcf4202e3aa1ff25528585066a8c46759e18c964d8432672709818593cd65a8d",
     "status": "success",
     "completed_at": "2026-10-01T02:59:49.325Z",
     "output_count": 1
    },
    "cloud_content_sha256": "sha256:dcf4202e3aa1ff25528585066a8c46759e18c964d8432672709818593cd65a8d"
   },
   "source": "fig, ax = plt.subplots(figsize=(12, 4.8))\nax.imshow(plt.imread(\"results/action-feedback.png\"))\nax.axis(\"off\")\nplt.tight_layout()\nplt.show()\n",
   "execution_count": null,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {
      "image/png": {
       "width": 1189,
       "height": 455
      }
     },
     "output_type": "display_data"
    }
   ]
  },
  {
   "cell_type": "code",
   "id": "401e55d2feb55bdc",
   "metadata": {
    "deepnote_block_id": "a60720e6e8424f5a8ef42d6a9f69d1e3",
    "output_provenance": {
     "origin": "Deepnote executed snapshot",
     "run_id": "4a4e1c38-7c6e-4f3d-953c-c5bff4a3ae2a",
     "content_hash": "sha256:e69ce47c491a07d27b326a478cbde30c21a4ff6312794008fc193501cce5ae04"
    },
    "verified_cloud_execution": {
     "run_id": "37ee2561-7d97-457e-a5b5-7573d7c42689",
     "content_hash": "sha256:e69ce47c491a07d27b326a478cbde30c21a4ff6312794008fc193501cce5ae04",
     "status": "success",
     "completed_at": "2026-10-01T02:59:49.325Z",
     "output_count": 1
    },
    "cloud_content_sha256": "sha256:e69ce47c491a07d27b326a478cbde30c21a4ff6312794008fc193501cce5ae04"
   },
   "source": "fig, ax = plt.subplots(figsize=(12, 4.8))\nax.imshow(plt.imread(\"results/action-information.png\"))\nax.axis(\"off\")\nplt.tight_layout()\nplt.show()\n",
   "execution_count": null,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x480 with 1 Axes>",
      "image/png": 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"
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      }
     },
     "output_type": "display_data"
    }
   ]
  },
  {
   "cell_type": "code",
   "id": "a2c814131a8058f0",
   "metadata": {
    "deepnote_block_id": "e8ba11e6eb08477f85899955820df0b1",
    "output_provenance": {
     "origin": "Deepnote executed snapshot",
     "run_id": "4a4e1c38-7c6e-4f3d-953c-c5bff4a3ae2a",
     "content_hash": "sha256:3d7a8716b083f727e9dd18afa230ca488ddb4f5e65d293e688fab73080d98154"
    },
    "verified_cloud_execution": {
     "run_id": "37ee2561-7d97-457e-a5b5-7573d7c42689",
     "content_hash": "sha256:3d7a8716b083f727e9dd18afa230ca488ddb4f5e65d293e688fab73080d98154",
     "status": "success",
     "completed_at": "2026-10-01T02:59:49.325Z",
     "output_count": 1
    },
    "cloud_content_sha256": "sha256:3d7a8716b083f727e9dd18afa230ca488ddb4f5e65d293e688fab73080d98154"
   },
   "source": "fig, ax = plt.subplots(figsize=(12, 4.8))\nax.imshow(plt.imread(\"results/memory-comparison.png\"))\nax.axis(\"off\")\nplt.tight_layout()\nplt.show()\n",
   "execution_count": null,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x480 with 1 Axes>",
      "image/png": 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"
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