{
  "schemaVersion": 1,
  "lessonId": "rl-01",
  "contentHash": "c955c6d35d9321a6fd91d24e9ab99063227cfc001399d2a64781de738d4dedd9",
  "executedAt": "2026-10-20T10:48:59.683282+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "positions: [1, 2, 3, 3, 3] rewards: [-0.009999999776482582, 1.0, 0.0, 0.0]\npositions: [1, 2, 3, 3, 3] rewards: [-0.009999999776482582, 1.0, 0.0, 0.0]\ndeadline goal: True False\nfraction starting at one: 0.5020000338554382\nPASS: rl-01\n",
  "notebookCells": [
    {
      "sourceHash": "960f7b274ea5cec39637001a2d5becbd5c130d87a426feae08f23cf43d828e12",
      "outputs": []
    },
    {
      "sourceHash": "80d6086a7fad7d31c114ec88b14c611affc10eab3fe5da53a1747bfa235af4ca",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "positions: [1, 2, 3, 3, 3] rewards: [-0.009999999776482582, 1.0, 0.0, 0.0]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "d0c59f82954f405a875797d70a3e8c863ae8080d694c73c3fe3011e2cd5bd294",
      "outputs": []
    },
    {
      "sourceHash": "b629a132f98061f75873df98404ea9f5a0f29ee20068d4296b2c6765278b4814",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "positions: [1, 2, 3, 3, 3] rewards: [-0.009999999776482582, 1.0, 0.0, 0.0]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "be1d5e72c665c8334dedd8d463db12365803b00a1d4876628db90f6f8304df89",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "1a4d8e01136b911c2b05ff91768a1fb2220435615067f020b7e8c3222d244f94",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "deadline goal: True False\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "00297c24d8524ae639dc62dd354fcc0fb40a637aeb8c203edf2e2c175fca9aec",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "fraction starting at one: 0.5020000338554382\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "77936ad760d4069f688a686513131c2cc91ff2ace2d6324df9ae500d17ab2df2",
      "outputs": []
    },
    {
      "sourceHash": "6257ecd094f73bd32fb8953d80ccc89cf22163ec13c50550c4da1a1c54f6deaa",
      "outputs": []
    },
    {
      "sourceHash": "7621c8f046447d4e418f10f32deeaec29f1122ad1590b4fb4914a44ee6c3adb5",
      "outputs": []
    },
    {
      "sourceHash": "9058e67d4814f327b76089cd0d043f46c958dae780258508b1a30b00c36c57a9",
      "outputs": []
    },
    {
      "sourceHash": "bc7deeb7ed19106c3595574f7d07444d37cf2f8f67328362664d2a36dbd65f22",
      "outputs": []
    },
    {
      "sourceHash": "b7d4cd2b3d058151c4f66453b992b7f08c3fda3db5e101d75de50dfc9c275942",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
