{
  "schemaVersion": 1,
  "lessonId": "operations-03",
  "contentHash": "adb65ce1ba3c1a6a5cb60827246e91ab261edabf44974dca0f9868aa5d2b86ed",
  "executedAt": "2026-10-20T10:51:36.597024+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "restored step: 2 replayed updates: [3, 4, 5, 6, 7, 8]\nall next-update state hashes match: True\nrestored step: 2 replayed updates: [3, 4, 5, 6, 7, 8]\nall next-update state hashes match: True\nPASS: operations-03\n",
  "notebookCells": [
    {
      "sourceHash": "82dbdc57f40296c9c99a753a1715d43174177c96321b61aa76ce87bfcfdd73b1",
      "outputs": []
    },
    {
      "sourceHash": "6eb86abf8bb037a0c00eff6d8d53d5b1f2a2612d3034be238dc49292abd4f84c",
      "outputs": []
    },
    {
      "sourceHash": "3176d262fea05d86de310418a84395d675119528144fc75775df912272344051",
      "outputs": []
    },
    {
      "sourceHash": "eef1155e7ae96bfab9207fc5eeab8883e82201eb5e8417b1db61ddc00ec96de7",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "restored step: 2 replayed updates: [3, 4, 5, 6, 7, 8]\n",
            "all next-update state hashes match: True\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "99bca8cc87495e886880c86400500e7840b011090698ddc1ec4e2c7d10730ca9",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "restored step: 2 replayed updates: [3, 4, 5, 6, 7, 8]\n",
            "all next-update state hashes match: True\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "f1d511adc2c82ff6b1cead45a0eb7ab450644ecfdad78299b29a7ab528154c17",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "d6f030aa4ba617b9c717e4d7c25f97b46ef01fc22554c1f001143ffd7f19c921",
      "outputs": []
    },
    {
      "sourceHash": "ff8085d3adcffa83a68fd6d05d37d50efaa26613e503606782c300257bad4db9",
      "outputs": []
    },
    {
      "sourceHash": "26212d33544a9b2bd91c2730f41b5bf6a6c93c688aa9e04bf3d502040c90a88e",
      "outputs": []
    },
    {
      "sourceHash": "7925c840ded9be7ef3d33fd6a4d3ddfba4987c5720eecc356a291b1a594368ec",
      "outputs": []
    },
    {
      "sourceHash": "b5ca56dc0603e197f583084abcba3b1cf4163a3fdd22af004012f77958112f93",
      "outputs": []
    },
    {
      "sourceHash": "d3afdd8a1735638e9777bd5301783c91427793e23556aafbff3ee4f6c44b159f",
      "outputs": []
    },
    {
      "sourceHash": "75619de79036f12027931861960ba7edffd943ded7a9331d69b135e586acc410",
      "outputs": []
    },
    {
      "sourceHash": "3e750ba5f586924ba6841dd671ded9a5079c3c737f991aca2f18182433d244ef",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
