diff --git a/docs/docs/guides/local_llms.ipynb b/docs/docs/guides/local_llms.ipynb
index 0298e4e6c3..2c7501072d 100644
--- a/docs/docs/guides/local_llms.ipynb
+++ b/docs/docs/guides/local_llms.ipynb
@@ -201,7 +201,7 @@
     "\n",
     "* E.g., for Llama-7b: `ollama pull llama2` will download the most basic version of the model (e.g., smallest # parameters and 4 bit quantization)\n",
     "* We can also specify a particular version from the [model list](https://github.com/jmorganca/ollama?tab=readme-ov-file#model-library), e.g., `ollama pull llama2:13b`\n",
-    "* See the full set of parameters on the [API reference page](https://api.python.langchain.com/en/latest/llms/langchain.llms.ollama.Ollama.html)"
+    "* See the full set of parameters on the [API reference page](https://api.python.langchain.com/en/latest/llms/langchain_community.llms.ollama.Ollama.html)"
    ]
   },
   {
@@ -241,7 +241,7 @@
     "\n",
     "As noted above, see the [API reference](https://api.python.langchain.com/en/latest/llms/langchain.llms.llamacpp.LlamaCpp.html?highlight=llamacpp#langchain.llms.llamacpp.LlamaCpp) for the full set of parameters. \n",
     "\n",
-    "From the [llama.cpp docs](https://python.langchain.com/docs/integrations/llms/llamacpp), a few are worth commenting on:\n",
+    "From the [llama.cpp API reference docs](https://api.python.langchain.com/en/latest/llms/langchain_community.llms.llamacpp.LlamaCpp.htm), a few are worth commenting on:\n",
     "\n",
     "`n_gpu_layers`: number of layers to be loaded into GPU memory\n",
     "\n",
@@ -378,9 +378,9 @@
    "source": [
     "### GPT4All\n",
     "\n",
-    "We can use model weights downloaded from [GPT4All](https://python.langchain.com/docs/integrations/llms/gpt4all) model explorer.\n",
+    "We can use model weights downloaded from [GPT4All](/docs/integrations/llms/gpt4all) model explorer.\n",
     "\n",
-    "Similar to what is shown above, we can run inference and use [the API reference](https://api.python.langchain.com/en/latest/llms/langchain.llms.gpt4all.GPT4All.html?highlight=gpt4all#langchain.llms.gpt4all.GPT4All) to set parameters of interest."
+    "Similar to what is shown above, we can run inference and use [the API reference](https://api.python.langchain.com/en/latest/llms/langchain_community.llms.gpt4all.GPT4All.html) to set parameters of interest."
    ]
   },
   {
@@ -390,7 +390,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "pip install gpt4all\n"
+    "%pip install gpt4all"
    ]
   },
   {
@@ -582,9 +582,9 @@
    "source": [
     "## Use cases\n",
     "\n",
-    "Given an `llm` created from one of the models above, you can use it for [many use cases](docs/use_cases).\n",
+    "Given an `llm` created from one of the models above, you can use it for [many use cases](/docs/use_cases/).\n",
     "\n",
-    "For example, here is a guide to [RAG](docs/use_cases/question_answering/local_retrieval_qa) with local LLMs.\n",
+    "For example, here is a guide to [RAG](/docs/use_cases/question_answering/local_retrieval_qa) with local LLMs.\n",
     "\n",
     "In general, use cases for local LLMs can be driven by at least two factors:\n",
     "\n",
@@ -611,7 +611,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.9.1"
   }
  },
  "nbformat": 4,
diff --git a/docs/docs/use_cases/qa_structured/sql.ipynb b/docs/docs/use_cases/qa_structured/sql.ipynb
index 522f710123..e19bbe4ccd 100644
--- a/docs/docs/use_cases/qa_structured/sql.ipynb
+++ b/docs/docs/use_cases/qa_structured/sql.ipynb
@@ -399,24 +399,6 @@
     "\n",
     "![sql_usecase.png](../../../static/img/sqldbchain_trace.png)\n",
     "\n",
-    "**Improvements**\n",
-    "\n",
-    "The performance of the `SQLDatabaseChain` can be enhanced in several ways:\n",
-    "\n",
-    "- [Adding sample rows](#adding-sample-rows)\n",
-    "- [Specifying custom table information](/docs/integrations/tools/sqlite#custom-table-info)\n",
-    "- [Using Query Checker](/docs/integrations/tools/sqlite#use-query-checker) self-correct invalid SQL using parameter `use_query_checker=True`\n",
-    "- [Customizing the LLM Prompt](/docs/integrations/tools/sqlite#customize-prompt) include specific instructions or relevant information, using parameter `prompt=CUSTOM_PROMPT`\n",
-    "- [Get intermediate steps](/docs/integrations/tools/sqlite#return-intermediate-steps) access the SQL statement as well as the final result using parameter `return_intermediate_steps=True`\n",
-    "- [Limit the number of rows](/docs/integrations/tools/sqlite#choosing-how-to-limit-the-number-of-rows-returned) a query will return using parameter `top_k=5`\n",
-    "\n",
-    "You might find [SQLDatabaseSequentialChain](/docs/integrations/tools/sqlite#sqldatabasesequentialchain)\n",
-    "useful for cases in which the number of tables in the database is large.\n",
-    "\n",
-    "This `Sequential Chain` handles the process of:\n",
-    "\n",
-    "1. Determining which tables to use based on the user question\n",
-    "2. Calling the normal SQL database chain using only relevant tables\n",
     "\n",
     "**Adding Sample Rows**\n",
     "\n",
@@ -1269,7 +1251,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.1"
+   "version": "3.9.1"
   }
  },
  "nbformat": 4,
diff --git a/docs/docs/use_cases/question_answering/local_retrieval_qa.ipynb b/docs/docs/use_cases/question_answering/local_retrieval_qa.ipynb
index a248dc4534..17eb937b73 100644
--- a/docs/docs/use_cases/question_answering/local_retrieval_qa.ipynb
+++ b/docs/docs/use_cases/question_answering/local_retrieval_qa.ipynb
@@ -11,7 +11,7 @@
     "\n",
     "LangChain has [integrations](https://integrations.langchain.com/) with many open-source LLMs that can be run locally.\n",
     "\n",
-    "See [here](docs/guides/local_llms) for setup instructions for these LLMs. \n",
+    "See [here](/docs/guides/local_llms) for setup instructions for these LLMs. \n",
     "\n",
     "For example, here we show how to run `GPT4All` or `LLaMA2` locally (e.g., on your laptop) using local embeddings and a local LLM.\n",
     "\n",
@@ -141,11 +141,11 @@
     "\n",
     "Note: new versions of `llama-cpp-python` use GGUF model files (see [here](https://github.com/abetlen/llama-cpp-python/pull/633)).\n",
     "\n",
-    "If you have an existing GGML model, see [here](docs/integrations/llms/llamacpp) for instructions for conversion for GGUF. \n",
+    "If you have an existing GGML model, see [here](/docs/integrations/llms/llamacpp) for instructions for conversion for GGUF. \n",
     "   \n",
     "And / or, you can download a GGUF converted model (e.g., [here](https://huggingface.co/TheBloke)).\n",
     "\n",
-    "Finally, as noted in detail [here](docs/guides/local_llms) install `llama-cpp-python`"
+    "Finally, as noted in detail [here](/docs/guides/local_llms) install `llama-cpp-python`"
    ]
   },
   {
@@ -201,7 +201,7 @@
    "id": "fcf81052",
    "metadata": {},
    "source": [
-    "Setting model parameters as noted in the [llama.cpp docs](https://python.langchain.com/docs/integrations/llms/llamacpp)."
+    "Setting model parameters as noted in the [llama.cpp docs](/docs/integrations/llms/llamacpp)."
    ]
   },
   {
@@ -230,7 +230,7 @@
    "id": "3831b16a",
    "metadata": {},
    "source": [
-    "Note that these indicate that [Metal was enabled properly](https://python.langchain.com/docs/integrations/llms/llamacpp):\n",
+    "Note that these indicate that [Metal was enabled properly](/docs/integrations/llms/llamacpp):\n",
     "\n",
     "```\n",
     "ggml_metal_init: allocating\n",
@@ -304,7 +304,7 @@
     "\n",
     "Similarly, we can use `GPT4All`.\n",
     "\n",
-    "[Download the GPT4All model binary](https://python.langchain.com/docs/integrations/llms/gpt4all).\n",
+    "[Download the GPT4All model binary](/docs/integrations/llms/gpt4all).\n",
     "\n",
     "The Model Explorer on the [GPT4All](https://gpt4all.io/index.html) is a great way to choose and download a model.\n",
     "\n",
diff --git a/docs/docs/use_cases/question_answering/per_user.ipynb b/docs/docs/use_cases/question_answering/per_user.ipynb
index cfed58857e..3724d00675 100644
--- a/docs/docs/use_cases/question_answering/per_user.ipynb
+++ b/docs/docs/use_cases/question_answering/per_user.ipynb
@@ -27,7 +27,7 @@
     "\n",
     "**Step 2: Add that parameter as a configurable field for the chain**\n",
     "\n",
-    "This will let you easily call the chain and configure any relevant flags at runtime. See [this documentation](docs/expression_language/how_to/configure) for more information on configuration.\n",
+    "This will let you easily call the chain and configure any relevant flags at runtime. See [this documentation](/docs/expression_language/how_to/configure) for more information on configuration.\n",
     "\n",
     "**Step 3: Call the chain with that configurable field**\n",
     "\n",
@@ -298,14 +298,6 @@
     "    config={\"configurable\": {\"search_kwargs\": {\"namespace\": \"ankush\"}}},\n",
     ")"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "e3aa0b9e",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/docs/docs/use_cases/question_answering/quickstart.ipynb b/docs/docs/use_cases/question_answering/quickstart.ipynb
index bf37e172e2..178dd71a4f 100644
--- a/docs/docs/use_cases/question_answering/quickstart.ipynb
+++ b/docs/docs/use_cases/question_answering/quickstart.ipynb
@@ -55,7 +55,7 @@
     "\n",
     "#### Retrieval and generation\n",
     "4. **Retrieve**: Given a user input, relevant splits are retrieved from storage using a [Retriever](/docs/modules/data_connection/retrievers/).\n",
-    "5. **Generate**: A [ChatModel](/docs/modules/model_io/chat) / [LLM](/docs/modules/model_io/llms/) produces an answer using a prompt that includes the question and the retrieved data"
+    "5. **Generate**: A [ChatModel](/docs/modules/model_io/chat/) / [LLM](/docs/modules/model_io/llms/) produces an answer using a prompt that includes the question and the retrieved data"
    ]
   },
   {
@@ -449,7 +449,7 @@
     "`TextSplitter`: Object that splits a list of `Document`s into smaller chunks. Subclass of `DocumentTransformer`s.\n",
     "- Explore `Context-aware splitters`, which keep the location (\"context\") of each split in the original `Document`:\n",
     "    - [Markdown files](/docs/modules/data_connection/document_transformers/markdown_header_metadata)\n",
-    "    - [Code (py or js)](docs/integrations/document_loaders/source_code)\n",
+    "    - [Code (py or js)](/docs/integrations/document_loaders/source_code)\n",
     "    - [Scientific papers](/docs/integrations/document_loaders/grobid)\n",
     "- [Interface](https://api.python.langchain.com/en/latest/text_splitter/langchain.text_splitter.TextSplitter.html): API reference for the base interface.\n",
     "\n",
@@ -865,7 +865,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.1"
+   "version": "3.9.1"
   }
  },
  "nbformat": 4,
diff --git a/docs/vercel.json b/docs/vercel.json
index a1a6a4b912..8fc8597da8 100644
--- a/docs/vercel.json
+++ b/docs/vercel.json
@@ -1422,7 +1422,7 @@
     },
     {
       "source": "/docs/integrations/tools/sqlite",
-      "destination": "/docs/use_cases/qa_structured/sqlite"
+      "destination": "/docs/use_cases/qa_structured/sql"
     },
     {
       "source": "/en/latest/modules/callbacks/filecallbackhandler.html",