{
  "schemaVersion": 1,
  "lessonId": "state-04",
  "contentHash": "8c61aa6f27d09a4f9e41421e0d3d9d738afdcbe20a3966f0e812a0685a0d4c70",
  "executedAt": "2026-10-20T10:45:31.964561+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "3.0\n3.0\nExpected traced Python Boolean failure\nExpected branch shape mismatch\nPASS: state-04\n",
  "notebookCells": [
    {
      "sourceHash": "cc691a3a883d9e3de3ba95715941564601e11032419b3b90da42657c937572ad",
      "outputs": []
    },
    {
      "sourceHash": "2d14c818fdcd436bfe873f2a80c477720afddc2468d557637c487ed537789bea",
      "outputs": []
    },
    {
      "sourceHash": "98983c7a04fcf36b7f00e3208f1eaa55b8441c254e674ea0d3107513fd5ac62a",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "3.0\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "3e01e720885d8c2f61a5510228416411720b62b8e3542afbb0c689a1be2a129e",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "3.0\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "e5a3b479ee68169cd110a6ae213583cffa697b6c5761e4701b5f8c74cdd5368d",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "0470a323c5fa6da86e3174c7bcc446b744c1c5f280190ea6b148b7411599c860",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Expected traced Python Boolean failure\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "816d3846494ad1940fca71ff668ee13611b78a4fcd22ad59084c765160b70787",
      "outputs": []
    },
    {
      "sourceHash": "b500136d0936f34ff56edfa661b592240bad08642b9ba164001c74ccbd995caa",
      "outputs": []
    },
    {
      "sourceHash": "1e76fcdb10e3a4b7dcaf2b93aea15031ee3d32a468bb93349fb6c89368369656",
      "outputs": []
    },
    {
      "sourceHash": "1fc9137ce790b27dcd013921932830cabf67efd7e69152554215fecd30eefa32",
      "outputs": []
    },
    {
      "sourceHash": "df3804a99dffa6f578325e766a55d25f1080b43c72045e836eea2d4d4192b0e1",
      "outputs": []
    },
    {
      "sourceHash": "35610250fd3d32dc461a716730ad85524038414de48b241e88cfccb423c9ebe9",
      "outputs": []
    },
    {
      "sourceHash": "b81da9c3859173d3d305841d75c067029f96fd288527c17264e15fe474c6b18e",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Expected branch shape mismatch\n"
          ]
        }
      ]
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
