Fix broken links

src/docs.json

@@ -1280,8 +1280,8 @@
                         "group": "OpenAI",
                         "pages": [
                           "oss/javascript/integrations/providers/openai",
-                          "/oss/javascript/integrations/chat/openai",
-                          "/oss/javascript/integrations/text_embedding/openai"
+                          "/oss/integrations/chat/openai",
+                          "/oss/integrations/text_embedding/openai"
                         ]
                       },
                       {

src/langsmith/managing-model-configurations.mdx

@@ -68,7 +68,7 @@ The **Extra Parameters** field allows you to pass additional model parameters th
     TypeError: AsyncCompletions.create() got an unexpected keyword argument 'max_concurrency'
     ```
 
-    If you receive an error about unnecessary parameters (which is more common when using [LangChain JS](/oss/javascript/langchain/overview) for run tracing), you can use this field to remove the extra parameters.
+    If you receive an error about unnecessary parameters (which is more common when using [LangChain JS](/oss/langchain/overview) for run tracing), you can use this field to remove the extra parameters.
 
 ## Tool settings
 

src/oss/contributing/code.mdx

@@ -316,7 +316,7 @@ Set up a development environment for the package(s) you're working on:
                 :::js
                 Located in `libs/providers/`, these are independently versioned packages for specific integrations. For example:
                 - **[`@langchain/openai`](https://github.com/langchain-ai/langchainjs/tree/main/libs/langchain-openai#readme)**: [OpenAI](/oss/integrations/providers/openai) integrations
-                - **[`@langchain/anthropic`](https://github.com/langchain-ai/langchainjs/tree/main/libs/langchain-anthropic#readme)**: [Anthropic](oss/javascript/integrations/providers/anthropic) integrations
+                - **[`@langchain/anthropic`](https://github.com/langchain-ai/langchainjs/tree/main/libs/langchain-anthropic#readme)**: [Anthropic](/oss/integrations/providers/anthropic) integrations
                 - **[`@langchain/google-genai`](https://github.com/langchain-ai/langchainjs/tree/main/libs/langchain-google-genai#readme)**: [Google Generative AI](/oss/integrations/chat/google_generative_ai) integrations
                 :::
 

src/oss/javascript/integrations/chat/anthropic.mdx

@@ -990,7 +990,7 @@ Learn more about tool calling [here](https://js.langchain.com/docs/how_to/tool_c
 
 ### Using with text splitters
 
-Anthropic also lets you specify your own splits using [custom document](https://docs.anthropic.com/en/docs/build-with-claude/citations#custom-content-documents) types. LangChain [text splitters](/oss/concepts/text_splitters/) can be used to generate meaningful splits for this purpose. See the below example, where we split the LangChain.js README (a markdown document) and pass it to Claude as context:
+Anthropic also lets you specify your own splits using [custom document](https://docs.anthropic.com/en/docs/build-with-claude/citations#custom-content-documents) types. LangChain text splitters can be used to generate meaningful splits for this purpose. See the below example, where we split the LangChain.js README (a markdown document) and pass it to Claude as context:
 
 ```typescript
 import { ChatAnthropic } from "@langchain/anthropic";

src/oss/javascript/integrations/chat/openai.mdx

@@ -335,15 +335,7 @@ console.dir(responseMessageWithLogprobs.response_metadata.logprobs, { depth: nul
 }
 ```
 
-## Tool calling
-
-Tool calling with OpenAI models works in a similar to [other models](/oss/langchain/tools). Additionally, the following guides have some information especially relevant to OpenAI:
-
-- [How to: disable parallel tool calling](/oss/langchain/tools_parallel/)
-- [How to: force a tool call](/oss/how-to/tool_choice/)
-- [How to: bind model-specific tool formats to a model](/oss/langchain/tools#binding-model-specific-formats-advanced).
-
-### Custom Tools
+## Custom Tools
 
 [Custom tools](https://platform.openai.com/docs/guides/function-calling#custom-tools) support tools with arbitrary string inputs. They can be particularly useful when you expect your string arguments to be long or complex.
 

src/oss/javascript/integrations/llm_caching/index.mdx

@@ -2,7 +2,7 @@
 title: Model caches
 ---
 
-[Caching LLM calls](/oss/how-to/chat_model_caching) can be useful for testing, cost savings, and speed.
+[Caching LLM calls](/oss/langchain/models#caching) can be useful for testing, cost savings, and speed.
 
 Below are some integrations that allow you to cache results of individual LLM calls using different caches with different strategies.
 

src/oss/javascript/integrations/llms/azure.mdx

@@ -5,7 +5,7 @@ title: Azure OpenAI
 ```{=mdx}
 
 <Warning>
-**You are currently on a page documenting the use of Azure OpenAI [text completion models](/oss/concepts/text_llms). The latest and most popular Azure OpenAI models are [chat completion models](/oss/langchain/models).**
+**You are currently on a page documenting the use of Azure OpenAI text completion models. The latest and most popular Azure OpenAI models are [chat completion models](/oss/langchain/models).**
 
 
 Unless you are specifically using `gpt-3.5-turbo-instruct`, you are probably looking for [this page instead](/oss/integrations/chat/azure/).

src/oss/javascript/integrations/llms/bedrock.mdx

@@ -7,7 +7,7 @@ title: Bedrock
 ```{=mdx}
 
 <Warning>
-**You are currently on a page documenting the use of Amazon Bedrock models as [text completion models](/oss/concepts/text_llms). Many popular models available on Bedrock are [chat completion models](/oss/langchain/models).**
+**You are currently on a page documenting the use of Amazon Bedrock models as text completion models. Many popular models available on Bedrock are [chat completion models](/oss/langchain/models).**
 
 
 You may be looking for [this page instead](/oss/integrations/chat/bedrock/).

src/oss/javascript/integrations/llms/cohere.mdx

@@ -9,7 +9,7 @@ Cohere has marked their `generate` endpoint for LLMs as deprecated. Follow their
 </Warning>
 
 <Warning>
-**You are currently on a page documenting the use of Cohere models as [text completion models](/oss/concepts/text_llms). Many popular models available on Cohere are [chat completion models](/oss/langchain/models).**
+**You are currently on a page documenting the use of Cohere models as text completion models. Many popular models available on Cohere are [chat completion models](/oss/langchain/models).**
 
 You may be looking for [this page instead](/oss/integrations/chat/cohere/).
 </Warning>

src/oss/javascript/integrations/llms/fireworks.mdx

@@ -5,7 +5,7 @@ title: Fireworks
 ```{=mdx}
 
 <Warning>
-**You are currently on a page documenting the use of Fireworks models as [text completion models](/oss/concepts/text_llms). Many popular models available on Fireworks are [chat completion models](/oss/langchain/models).**
+**You are currently on a page documenting the use of Fireworks models as text completion models. Many popular models available on Fireworks are [chat completion models](/oss/langchain/models).**
 
 
 You may be looking for [this page instead](/oss/integrations/chat/fireworks/).

src/oss/javascript/integrations/llms/google_vertex_ai.mdx

@@ -5,7 +5,7 @@ title: Google Vertex AI
 ```{=mdx}
 
 <Warning>
-**You are currently on a page documenting the use of Google Vertex models as [text completion models](/oss/concepts/text_llms). Many popular models available on Google Vertex are [chat completion models](/oss/langchain/models).**
+**You are currently on a page documenting the use of Google Vertex models as text completion models. Many popular models available on Google Vertex are [chat completion models](/oss/langchain/models).**
 
 
 You may be looking for [this page instead](/oss/integrations/chat/google_vertex_ai/).

src/oss/javascript/integrations/llms/index.mdx

@@ -3,7 +3,7 @@ title: LLMs
 ---
 
 <Warning>
-**You are currently on a page documenting the use of [text completion models](/oss/concepts/text_llms). Many of the latest and most popular models are [chat completion models](/oss/langchain/models).**
+**You are currently on a page documenting the use of text completion models. Many of the latest and most popular models are [chat completion models](/oss/langchain/models).**
 
 
 Unless you are specifically using more advanced prompting techniques, you are probably looking for [this page instead](/oss/integrations/chat/).

src/oss/javascript/integrations/llms/mistral.mdx

@@ -10,7 +10,7 @@ title: MistralAI
 :::
 
 </Tip>caution
-You are currently on a page documenting the use of Mistral models as [text completion models](/oss/concepts/text_llms). Many popular models available on Mistral are [chat completion models](/oss/langchain/models).
+You are currently on a page documenting the use of Mistral models as text completion models. Many popular models available on Mistral are [chat completion models](/oss/langchain/models).
 
 You may be looking for [this page instead](/oss/integrations/chat/mistral/).
 :::

src/oss/javascript/integrations/llms/ollama.mdx

@@ -5,7 +5,7 @@ title: Ollama
 ```{=mdx}
 
 <Warning>
-**You are currently on a page documenting the use of Ollama models as [text completion models](/oss/concepts/text_llms). Many popular models available on Ollama are [chat completion models](/oss/langchain/models).**
+**You are currently on a page documenting the use of Ollama models as text completion models. Many popular models available on Ollama are [chat completion models](/oss/langchain/models).**
 
 
 You may be looking for [this page instead](/oss/integrations/chat/ollama/).

src/oss/javascript/integrations/llms/openai.mdx

@@ -5,7 +5,7 @@ title: OpenAI
 ```{=mdx}
 
 <Warning>
-**You are currently on a page documenting the use of OpenAI [text completion models](/oss/concepts/text_llms). The latest and most popular OpenAI models are [chat completion models](/oss/langchain/models).**
+**You are currently on a page documenting the use of OpenAI text completion models. The latest and most popular OpenAI models are [chat completion models](/oss/langchain/models).**
 
 
 Unless you are specifically using `gpt-3.5-turbo-instruct`, you are probably looking for [this page instead](/oss/integrations/chat/openai/).

src/oss/javascript/integrations/llms/together.mdx

@@ -3,7 +3,7 @@ title: TogetherAI
 ---
 
 <Warning>
-**You are currently on a page documenting the use of Together AI models as [text completion models](/oss/concepts/text_llms). Many popular models available on Together AI are [chat completion models](/oss/langchain/models).**
+**You are currently on a page documenting the use of Together AI models as text completion models. Many popular models available on Together AI are [chat completion models](/oss/langchain/models).**
 
 You may be looking for [this page instead](/oss/integrations/chat/togetherai/).
 </Warning>