{
  "schemaVersion": 1,
  "lessonId": "state-01",
  "contentHash": "7fbf1d2ae5134d8bbe8ec52905411be3e7bc758705b93da7fdd357c07e9df24a",
  "executedAt": "2026-10-20T10:45:26.921075+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "Replay equal: True\nFresh draw equal: False\nReplay equal: True\nFresh draw equal: False\nPASS: state-01\n",
  "notebookCells": [
    {
      "sourceHash": "cc691a3a883d9e3de3ba95715941564601e11032419b3b90da42657c937572ad",
      "outputs": []
    },
    {
      "sourceHash": "eb1862cc153d6b7c9527e8bca9f5f59ba62aa8004723f8c0f79bf837b61add14",
      "outputs": []
    },
    {
      "sourceHash": "1ec78c7bfda8e232f2e8f155c8212d700365e86f222fb3dbf75fbcbf49b46a24",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Replay equal: True\n",
            "Fresh draw equal: False\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "b5f27518bf7498815d98d66f565b6ac3c2ff713cb50780b8700f5276ce92b7f7",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Replay equal: True\n",
            "Fresh draw equal: False\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "2828c1c47cab4aa458959eaad3754fd828de2f1d3cab0a104f3d865df4bb2b8b",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "4aa89113b73a29e06daa6297b828fd885ddd4cc0e236d5ea500d20d2e88ccc97",
      "outputs": []
    },
    {
      "sourceHash": "5a69f571bbf43be58b59325422cd5be0dc5dc2f058e7a1db5d79a0dd8ad17ef5",
      "outputs": []
    },
    {
      "sourceHash": "e2272c9ac8acb176587f95bbd2fd11cc07d8af1b5c6791c1fa8a63c964a4168d",
      "outputs": []
    },
    {
      "sourceHash": "1e58ac613abb890a15e02f7a7f66eef80693d6a7a89acaa5a5c1aded0eaac7b4",
      "outputs": []
    },
    {
      "sourceHash": "8659824df8487da39afc9845f93b5c0762738024fce095103b0739a03ace8df4",
      "outputs": []
    },
    {
      "sourceHash": "895a66ac212e0341f4e2f015d8ad0255d730e020e15bf661a255306adf2b6dd6",
      "outputs": []
    },
    {
      "sourceHash": "c980025bc33b576881896d70f056566d85041060736aa8e02d87ee0f6ef5a543",
      "outputs": []
    },
    {
      "sourceHash": "3cee844d52f09ac3ea4e7fc11b84f7995059077008b6135ba935cea5ce1422e8",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
