{
  "schemaVersion": 1,
  "lessonId": "optimization-09",
  "contentHash": "4bd1d215e2058da7f81dab777779167ff3d3789614687d8c6fb570d27d09fdb5",
  "executedAt": "2026-10-20T10:45:52.039722+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "uncertain loss / confident-wrong loss: 0.6931472 100.0\nuncertain loss / confident-wrong loss: 0.6931472 100.0\nPASS: optimization-09\n",
  "notebookCells": [
    {
      "sourceHash": "47451faf88bab6ef9e71ed5515912001ce556db4d52933efa3efb8e2d1f5dc77",
      "outputs": []
    },
    {
      "sourceHash": "2e5851c0a341dc4b9184bb5e08a2cb5264b37669a8673add4a10cc48a6d40805",
      "outputs": []
    },
    {
      "sourceHash": "bebbbf85b1dca7e1b39a6f85054e8e1656c47da4e91e385a642ab262ecfa1378",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "uncertain loss / confident-wrong loss: 0.6931472 100.0\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "ca73d1d9aa176e83b90f0038e044b296b96812958144f3177be3a274ec034a39",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "uncertain loss / confident-wrong loss: 0.6931472 100.0\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "1786b906e71abf216997eff5902729c2f91869b85d0fdadba8b50c981eee93a2",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "85e7eeec435a5d9e0ab6d3743267bb7bbd25a9b11bb0eaeeef91b9b877d24b16",
      "outputs": []
    },
    {
      "sourceHash": "222b4d45b24cf8bc6d6d04ce7512f47a0e8c3329a0a228d225f17633d78ec280",
      "outputs": []
    },
    {
      "sourceHash": "a9cc91aee69b8bae107cb138ff1b925943c69b4b1b0d1e8ded90ddde90fc042d",
      "outputs": []
    },
    {
      "sourceHash": "ebc78d14abc5c998cc22f8402ecb352db8db35036452f5678518b43528ada57c",
      "outputs": []
    },
    {
      "sourceHash": "1af2f112c235a1df10c7252da3be43b963e6803a3a6c8b7cd19cf84099e4d180",
      "outputs": []
    },
    {
      "sourceHash": "32d1c79dcb955648c77aab1047f2e0a82b500730bc5119f2abdd599851151b97",
      "outputs": []
    },
    {
      "sourceHash": "e9f2cc84b9cb68eb889fbd17a3063ea695b5c44dfc82c8b709131469f6d7abac",
      "outputs": []
    },
    {
      "sourceHash": "a08bab11923ee6ba5705b3447151f22bdcd9aac8862da3cb0ca5a4676f692e57",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
