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examples/1-quickstart.ipynb

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     "### Environment, Policy and Model\n",
     "\n",
     "Full documentation of:\n",
     "\n",
-    "- Base environment class [here](https://rl4co.readthedocs.io/en/latest/_content/api/envs/base.html)\n",
-    "- Base policy class [here](https://rl4co.readthedocs.io/en/latest/_content/api/models/base.html)\n",
-    "- Base model class [here](https://rl4co.readthedocs.io/en/latest/_content/api/algos/base.html)"
+    "- Base environment class [here](https://rl4co.readthedocs.io/en/stable/docs/content/api/envs/base/)\n",
+    "- Base policy class [here](https://rl4co.readthedocs.io/en/stable/docs/content/api/networks/base_policies/)\n",
+    "- Base model class [here](https://rl4co.readthedocs.io/en/stable/docs/content/api/rl/base/)"
    ]
   },
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    "source": [