{
  "schemaVersion": 1,
  "lessonId": "science-01",
  "contentHash": "8486d3e81207351a75dfa4705d96508dd920bb659388c6ab92450b3530072db8",
  "executedAt": "2026-10-20T10:47:54.140127+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "Euler final: 0.3570125000000001 analytic final: 0.493193927883213\nEndpoint errors: [0.13618143 0.06399208 0.03107265 0.0153167 ]\nLast refinement ratio: 2.0286780018480166\nEuler final: 0.3570125000000001 analytic final: 0.493193927883213\nEndpoint errors: [0.13618143 0.06399208 0.03107265 0.0153167 ]\nLast refinement ratio: 2.0286780018480166\nStable but sign-alternating: [ 2.     -0.8     0.32   -0.128   0.0512]\nUnstable numerical endpoint: 3.543121999999993\nChanged rate, initial state and grid verified\nEnergy checks distinguish growth, but not sign preservation\nSame-horizon errors: [np.float64(0.050590770107151406), np.float64(0.02471618055802971), np.float64(0.012218898970361547)]\nPASS: science-01\n",
  "notebookCells": [
    {
      "sourceHash": "da20c1cdf42d035c6210174664985aaac30c72093677a60e626222339af3464e",
      "outputs": []
    },
    {
      "sourceHash": "bfafb51575cca09595bb2ae156ccc13fe8177f3e709366f758070b4936a257ac",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Euler final: 0.3570125000000001 analytic final: 0.493193927883213\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "64ab9c2f0639f98c212c683ca171893cada1a7063e8d0b8b8bf36d2d22a5e312",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Endpoint errors: [0.13618143 0.06399208 0.03107265 0.0153167 ]\n",
            "Last refinement ratio: 2.0286780018480166\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "6f0717d1eea748c25cf1900500c14e9b14fb092988780e37281553e1b1e6d5fc",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Euler final: 0.3570125000000001 analytic final: 0.493193927883213\n",
            "Endpoint errors: [0.13618143 0.06399208 0.03107265 0.0153167 ]\n",
            "Last refinement ratio: 2.0286780018480166\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "df54e0f78861b98c3eefa42c48b97cadf97f8f3031be3312d602c70ea84d1859",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "3e6072cbbc71297db73967eb4157e910b700f68fa5f75e70f8a94d24558a50da",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Stable but sign-alternating: [ 2.     -0.8     0.32   -0.128   0.0512]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "7065e3526e385a158d83bbe4a9076e7c2f750a674f872253bb498133b20c44c3",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Unstable numerical endpoint: 3.543121999999993\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "c0c77d48da0ed239af84a771ba781ad8d688965273dfa56a96958e80e20abe2e",
      "outputs": []
    },
    {
      "sourceHash": "76beec4064f1fddb1671363b38d77b9b44a747b3384f7230f8de6f41df4ea238",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Changed rate, initial state and grid verified\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "a18dd6fd974a965ea34c8ebe558461cbf664ef50f3425815b349e695af5de3f9",
      "outputs": []
    },
    {
      "sourceHash": "c2f2671d1471313dd9927283ec0da3d2362e763992d31c429b218d3848a6291e",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Energy checks distinguish growth, but not sign preservation\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "b09f2740e5edbe0d5ad82bb6c83fca8623331419a01267efe6ca6694b5378da9",
      "outputs": []
    },
    {
      "sourceHash": "4d18ef34bdfbf048fd2b6a4ee81f99ced7e4313066ac9b2838d6723a8292b46a",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Same-horizon errors: [np.float64(0.050590770107151406), np.float64(0.02471618055802971), np.float64(0.012218898970361547)]\n"
          ]
        }
      ]
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
