{
  "schemaVersion": 1,
  "lessonId": "arrays-03",
  "contentHash": "2c4762c09f36cc0219ca90135c498786acb4d7c7391a9ae6802d606dc2dcb1a8",
  "executedAt": "2026-10-20T10:45:13.515971+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "[1. 3. 5.]\naliased container weight: 9.0\nevaluation losses: 0.0 6.0\nPASS: arrays-03\n",
  "notebookCells": [
    {
      "sourceHash": "bcaa0f38ece01b2658eb8831d8975545e45fcb1d2f71fe536498ec6b36060989",
      "outputs": []
    },
    {
      "sourceHash": "c7d78ab2b2c62ff1ede983d0b7ee660704b38e96f64b73fcd842841e8587aa58",
      "outputs": []
    },
    {
      "sourceHash": "b278cdb901027c40425d52f94d1187acbf8efb44fce9dc103ad3e4aaa1487801",
      "outputs": []
    },
    {
      "sourceHash": "c871f63e628daf62ed0d8f85c55d8d06f612a5612c11f6723e4b42e36c180d63",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1. 3. 5.]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "7c4173b1a091984537e0167dc72398361df5b125f3990b22742ad2d5af4b17db",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "e922239e4cc3f55bf8a6fe9f6e4b86b8fb6c48592437c626ca1fb3b4f7eaf1af",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "aliased container weight: 9.0\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "31d02f07c40156775dfc7e23c4c876e3aa34197f28a15ca644742828ac6463e6",
      "outputs": []
    },
    {
      "sourceHash": "7a87aeec8e5ffb3e7fc8c6533e8b19a33850dc93e9d4daaf0f9300639815e131",
      "outputs": []
    },
    {
      "sourceHash": "2dbb5a1981a962988ca90ed37ea56e4bb126da98eb29fce9e557286f1d346f4d",
      "outputs": []
    },
    {
      "sourceHash": "9fe516362876fbe33b9bb9ee21fba0cda03e339f6c37579a185a3ff4727d1c2c",
      "outputs": []
    },
    {
      "sourceHash": "d0a4f571439e4b018fc6d2a6d60ca6bbddc0925e57a42c4df6eb21a466a359c8",
      "outputs": []
    },
    {
      "sourceHash": "6e7f593c602bb909df36cc05918f7dd53a8c9e7602d7b40c07ac7400bd8c3520",
      "outputs": []
    },
    {
      "sourceHash": "8ccda88800f5682d14b017c62ad71d3a67b1c4e16f654bf1774b0758592a5f9c",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "evaluation losses: 0.0 6.0\n"
          ]
        }
      ]
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
