diff --git a/.github/CONTRIBUTING.md b/.github/CONTRIBUTING.md
index caa859e6c8..1fa2f02be5 100644
--- a/.github/CONTRIBUTING.md
+++ b/.github/CONTRIBUTING.md
@@ -42,4 +42,4 @@ we do not want these to get in the way of getting good code into the codebase.
 
 ### Contributor Documentation
 
-To learn about how to contribute, please follow the [guides here](https://python.langchain.com/docs/contributing/)
\ No newline at end of file
+To learn about how to contribute, please follow the [guides here](https://python.langchain.com/docs/contributing/)
diff --git a/docs/docs/langsmith/index.md b/docs/docs/langsmith/index.md
index 6bd6132305..fa0a6a451a 100644
--- a/docs/docs/langsmith/index.md
+++ b/docs/docs/langsmith/index.md
@@ -17,6 +17,6 @@ check out the [LangSmith Cookbook](https://github.com/langchain-ai/langsmith-coo
 - Leveraging user feedback in your JS application ([link](https://github.com/langchain-ai/langsmith-cookbook/blob/main/feedback-examples/nextjs/README.md)).
 - Building an automated feedback pipeline ([link](https://github.com/langchain-ai/langsmith-cookbook/blob/main/feedback-examples/algorithmic-feedback/algorithmic_feedback.ipynb)).
 - How to evaluate and audit your RAG workflows ([link](https://github.com/langchain-ai/langsmith-cookbook/tree/main/testing-examples/qa-correctness)).
-- How to fine-tune a LLM on real usage data ([link](https://github.com/langchain-ai/langsmith-cookbook/blob/main/fine-tuning-examples/export-to-openai/fine-tuning-on-chat-runs.ipynb)).
+- How to fine-tune an LLM on real usage data ([link](https://github.com/langchain-ai/langsmith-cookbook/blob/main/fine-tuning-examples/export-to-openai/fine-tuning-on-chat-runs.ipynb)).
 - How to use the [LangChain Hub](https://smith.langchain.com/hub) to version your prompts ([link](https://github.com/langchain-ai/langsmith-cookbook/blob/main/hub-examples/retrieval-qa-chain/retrieval-qa.ipynb))
 
diff --git a/docs/docs/modules/agents/agent_types/xml_agent.ipynb b/docs/docs/modules/agents/agent_types/xml_agent.ipynb
index 82f1ecc925..0869aa7f04 100644
--- a/docs/docs/modules/agents/agent_types/xml_agent.ipynb
+++ b/docs/docs/modules/agents/agent_types/xml_agent.ipynb
@@ -177,7 +177,7 @@
     {
      "data": {
       "text/plain": [
-       "{'question': 'whats the weather in New york?',\n",
+       "{'question': 'what's the weather in New york?',\n",
        " 'output': '\\nThe weather in New York is 32 degrees.\\n'}"
       ]
      },
@@ -187,7 +187,7 @@
     }
    ],
    "source": [
-    "agent_executor.invoke({\"question\": \"whats the weather in New york?\"})"
+    "agent_executor.invoke({\"question\": \"what's the weather in New york?\"})"
    ]
   },
   {
@@ -258,7 +258,7 @@
     {
      "data": {
       "text/plain": [
-       "{'input': 'whats the weather in New york?',\n",
+       "{'input': 'what's the weather in New york?',\n",
        " 'output': 'The weather in New York is 32 degrees'}"
       ]
      },
@@ -268,7 +268,7 @@
     }
    ],
    "source": [
-    "agent_executor.invoke({\"input\": \"whats the weather in New york?\"})"
+    "agent_executor.invoke({\"input\": \"what's the weather in New york?\"})"
    ]
   },
   {