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docs/docs/modules/model_io/chat/custom_chat_model.ipynb

@@ -769,22 +769,27 @@
     "An overview of things to verify to make sure that the implementation is done correctly.\n",
     "\n",
     "Documentation:\n",
+    "\n",
     "* The model contains doc-strings for all initialization arguments, as these will be surfaced in the [APIReference](https://api.python.langchain.com/en/stable/langchain_api_reference.html).\n",
     "* The class doc-string for the model contains a link to the model API if the model is powered by a service.\n",
     "\n",
     "Tests:\n",
+    "\n",
     "* Add unit or integration tests to the overridden methods. Verify that `invoke`, `ainvoke`, `batch`, `stream` work if you've over-ridden the corresponding code.\n",
     "\n",
     "Streaming (if you're implementing it):\n",
+    "\n",
     "* Provided an async implementation via `_astream`\n",
     "* Make sure to invoke the `on_llm_new_token` callback\n",
     "* `on_llm_new_token` is invoked BEFORE yielding the chunk\n",
     "\n",
     "Stop Token Behavior:\n",
+    "\n",
     "* Stop token should be respected\n",
     "* Stop token should be INCLUDED as part of the response\n",
     "\n",
     "Secret API Keys:\n",
+    "\n",
     "* If your model connects to an API it will likely accept API keys as part of its initialization. Use Pydantic's `SecretStr` type for secrets, so they don't get accidentally printed out when folks print the model."
    ]
   },