{
  "schemaVersion": 1,
  "lessonId": "posttraining-01",
  "contentHash": "d48f77f40513e77744330ab3407f8ff07c0aa48d1694fb60099b1fec0d05d3ee",
  "executedAt": "2026-10-20T10:52:09.960042+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "Response-only token NLL initial/final: 1.6094379425048828 0.07985548675060272\nResponse-only token NLL initial/final: 1.6094379425048828 0.07985548675060272\nPrompt rows learn to predict first answers; the final end-token row has no target.\nSupervised targets per sequence: [2 3]\nTwo first-response targets: 0.07894014567136765\nNo-target SFT batch rejected\nIdentical final tokens force identical table predictions despite different contexts.\nPASS: posttraining-01\n",
  "notebookCells": [
    {
      "sourceHash": "fcc90a0683665bfd398240d0c6282b58e16d108dc9ff68b7ac73e76e08a6a24c",
      "outputs": []
    },
    {
      "sourceHash": "ac90d35ddad8ca9ce8ac6c84a6171a9442e09812b850045a07ec801d17110fe3",
      "outputs": []
    },
    {
      "sourceHash": "122d285f2b3691297007429ec4448fef9f2080d5caaf5e3e2438c57be40d3c00",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Response-only token NLL initial/final: 1.6094379425048828 0.07985548675060272\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "40c1db45fd4f263c8e05374873386765286f5c350969b0dda4c4f9dfa44bab39",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Response-only token NLL initial/final: 1.6094379425048828 0.07985548675060272\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "a239593576af66316e18f04b9b6da34814ee5c4a1fa929dc570f3638cc2498f5",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": "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",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "3c93e437757f40511c785307b8ae182835b2236b97f647bca5542d9b05c3d454",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Prompt rows learn to predict first answers; the final end-token row has no target.\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "7914fb8efcdeb84d64cf94f530f48f83dfa06ae50e34da7102073ef2ca4f5f1e",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Supervised targets per sequence: [2 3]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "2d9f10b9cca9f90e8369439365501f814fde7aa77b1e386c5ba13ee72ed5a3b9",
      "outputs": []
    },
    {
      "sourceHash": "843661cca4df79fe2dc5a65e9dc521422785100b3afa4d643bcfa19f9ffb0ff9",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Two first-response targets: 0.07894014567136765\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "b4971a237ecd550e732fc1dfd705b495bb6dd6403203eacc2f36a00fe5692016",
      "outputs": []
    },
    {
      "sourceHash": "a82d40e9aa16de29e5fc1b3555bb5307ce57f9a1d49339b0a46553d70f30ef5c",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "No-target SFT batch rejected\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "71c8ef52a6c33f2c8b770521dbd17f34b7c63ba12d92f7c908d5635546be79fb",
      "outputs": []
    },
    {
      "sourceHash": "949acbdcf27652f6137c9cf8c4513ec83549e9882de6f4949056dfe79850a244",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Identical final tokens force identical table predictions despite different contexts.\n"
          ]
        }
      ]
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
