{
  "schemaVersion": 1,
  "lessonId": "rl-03",
  "contentHash": "d6bbf2419915a048da0fe938b65db4c4792e2070f4c62e6f1714251e0ef5c702",
  "executedAt": "2026-10-20T10:49:19.804218+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "REINFORCE initial/final exact return: 0.46687505 0.9521624\nPPO initial/final exact return: 0.46687505 0.97578394\nREINFORCE initial/final exact return: 0.46687505 0.9521624\nPPO initial/final exact return: 0.46687505 0.97578394\npositive / negative targets: [0.6 1.  1.2] [-0.8 -1.  -1.4]\nsampled / exact gradient: [0.12067959 0.21948992 0.13326262] [0.12001554 0.21822323 0.13327113]\nchanged seed final exact return: 0.9501661\nPASS: rl-03\n",
  "notebookCells": [
    {
      "sourceHash": "a6e4c8d317dcbce7f0d658e3b89330aaced7c5bd1f4e695fa967f443766b215e",
      "outputs": []
    },
    {
      "sourceHash": "78091a485af09799fd89fdbde1d9050171e6f39d766ce1f66cf985686c7bc977",
      "outputs": []
    },
    {
      "sourceHash": "1950a780c2d12327624a9fbdebd09868d54eb75d7bae3d80a61cae495345be8d",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "REINFORCE initial/final exact return: 0.46687505 0.9521624\n",
            "PPO initial/final exact return: 0.46687505 0.97578394\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "cb2e7c91dc45732532beffdac57c090bb8a19e3641ffcd577bb3184f7fe1dc21",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "REINFORCE initial/final exact return: 0.46687505 0.9521624\n",
            "PPO initial/final exact return: 0.46687505 0.97578394\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "2a50320947e414e08c274df72a65a2b29984850f9acb045d890ae5703ae3149d",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "722bd244fc2347bbeb8f98864c7a1e1be48be5e35e477df79c17bf38423b3840",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "positive / negative targets: [0.6 1.  1.2] [-0.8 -1.  -1.4]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "ee8926d0e1e3603d3143a8f5de73ea67fd7fd35c88bacbfc3ce7a49be3da5711",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "sampled / exact gradient: [0.12067959 0.21948992 0.13326262] [0.12001554 0.21822323 0.13327113]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "29888b8a03af7a6cb17cb00dba5ea146acffaaad3c0d1cfc796539b1952c9c4b",
      "outputs": []
    },
    {
      "sourceHash": "f1c1f68b734f67fe9b92f657ebc4d9c905d6329d366b62a3284ba1982aad9f13",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "changed seed final exact return: 0.9501661\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "6206723b1da8df609b6f021e0c3128e0d5568d4a6c013da1201fb60349d2c428",
      "outputs": []
    },
    {
      "sourceHash": "35a7e826300d9ec9d0ba8f686add596440014868a4d96f9de4c8008ab0df7f95",
      "outputs": []
    },
    {
      "sourceHash": "07eec9cd69e1abaad3008f7a1d67d794991b977812af40547182babd1934ccca",
      "outputs": []
    },
    {
      "sourceHash": "a6511bf4d2527f23655c4d84246ab76393dcd10ff5f06d1e13fb54e6735e9349",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
