{
  "schemaVersion": 1,
  "lessonId": "recovery-04",
  "contentHash": "24da684f527e7b04d4809cc6a23ec0be5882e57eed5b0bb5aa7f9b6ded984682",
  "executedAt": "2026-10-20T10:46:51.862987+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 next four ID batches: [[4, 10, 11, 3], [2, 0, 11, 1], [5, 7, 6, 8], [4, 3, 10, 9]]\nRestored next four losses: [0.5496272444725037, 0.8390463590621948, 0.07169045507907867, 0.32427603006362915]\nFull state agrees at step six\nRestored next four ID batches: [[4, 10, 11, 3], [2, 0, 11, 1], [5, 7, 6, 8], [4, 3, 10, 9]]\nRestored next four losses: [0.5496272444725037, 0.8390463590621948, 0.07169045507907867, 0.32427603006362915]\nFull state agrees at step six\nMissing iterator restore repeats earlier IDs and changes the next loss\nCorrect IDs alone do not restore the training transition\nRejected incompatible seed\nRejected incompatible sha256\nOriginal run contract remains valid.\nExpected batch-configuration mismatch\nPASS: recovery-04\n",
  "notebookCells": [
    {
      "sourceHash": "176da7dd290026a024d84190fe5ecbee49bdd340e4c74f4fc70d702b936c4534",
      "outputs": []
    },
    {
      "sourceHash": "6fca34d30ad95056675f75066f36b5b9b88614278113624fe6aa03873877ff24",
      "outputs": []
    },
    {
      "sourceHash": "e812b4343e8ca8daff6634912989d4b80ce871f88735b7098a30cfdab06b58e0",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Restored next four ID batches: [[4, 10, 11, 3], [2, 0, 11, 1], [5, 7, 6, 8], [4, 3, 10, 9]]\n",
            "Restored next four losses: [0.5496272444725037, 0.8390463590621948, 0.07169045507907867, 0.32427603006362915]\n",
            "Full state agrees at step six\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "abc06288a187a0218df1c47da00a59380eaf042f14cc7f8247ef74eccba0ff11",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Restored next four ID batches: [[4, 10, 11, 3], [2, 0, 11, 1], [5, 7, 6, 8], [4, 3, 10, 9]]\n",
            "Restored next four losses: [0.5496272444725037, 0.8390463590621948, 0.07169045507907867, 0.32427603006362915]\n",
            "Full state agrees at step six\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "6d9c144a44ef3d51594e41415b733d7a1cf11f9f4767c87c4570714452177b48",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "4b259fa829107bb148675e980a8ec8bb3950703d86c45e55b57c304530addf55",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Missing iterator restore repeats earlier IDs and changes the next loss\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "5ea5adeae25b6701082d1a97471cf9739cdb1b7fe8f7edd4f7a78fbd3f497a7d",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Correct IDs alone do not restore the training transition\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "ab3790861a8cef0d10c1bd8a3b519354252755533fff4694d49dc0a9bf21a276",
      "outputs": []
    },
    {
      "sourceHash": "512bec49f21da7165f3a77cc5b04a9bf7ba837e542403aa9c9e08541ff10e3f8",
      "outputs": []
    },
    {
      "sourceHash": "ad1e56caeb29b81462a9325ab13c659e34c8ef9ca7f0428e38b2258a33c010c8",
      "outputs": []
    },
    {
      "sourceHash": "c6e76d6fd53d902ecf52e0b4891fb1301ca78386a1ea957d4f97c22e013effbd",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Rejected incompatible seed\n",
            "Rejected incompatible sha256\n",
            "Original run contract remains valid.\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "3b76f3d1577c2e61f9cc0056f39b0553d7174db9ba1c6cf7d7534012845ced96",
      "outputs": []
    },
    {
      "sourceHash": "c4a52fc2b2254cf66cb9528a9bb8bd10de564ba68be1f33c82ec1c6465c52be0",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Expected batch-configuration mismatch\n"
          ]
        }
      ]
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
