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2 changes: 1 addition & 1 deletion pipeline/preprocessors/link_map.py
Original file line number Diff line number Diff line change
Expand Up @@ -147,7 +147,7 @@ class LinkMap(TypedDict):
"Document": "core/documents/langchain_core.documents.base.Document.html",
"init_chat_model": "langchain/chat_models/langchain.chat_models.base.init_chat_model.html",
"RunnableConfig": "core/runnables/langchain_core.runnables.config.RunnableConfig.html",
"@tool": "core/tools/langchain_core.tools.base.tool.html#langchain_core.tools.convert.tool.html",
"@tool": "core/tools/langchain_core.tools.convert.tool.html",
"Embeddings": "core/embeddings/langchain_core.embeddings.embeddings.Embeddings.html",
},
},
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4 changes: 2 additions & 2 deletions src/oss/langchain/quickstart.mdx
Original file line number Diff line number Diff line change
Expand Up @@ -151,7 +151,7 @@ Let's walk through each step:
<Step title="Create tools">
:::python
[Tools](/oss/langchain/tools) let a model interact with external systems by calling functions you define.
Tools can depend on [runtime context](/oss/langchain/runtime) and also interact with [agent memory](/oss/langchain/memory).
Tools can depend on [runtime context](/oss/langchain/runtime) and also interact with [agent memory](/oss/langchain/short-term-memory).

Notice below how the `get_user_location` tool uses runtime context:

Expand Down Expand Up @@ -322,7 +322,7 @@ Let's walk through each step:

<Info>
In production, use a persistent checkpointer that saves to a database.
See [add and manage memory](/oss/python/langgraph/add-memory) for more details.
See [add and manage memory](/oss/python/langchain/short-term-memory#in-production) for more details.

Copilot AI Oct 7, 2025

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The link path appears to mix LangChain and LangGraph paths. Based on the context of memory management in LangChain, this should likely be /oss/langchain/short-term-memory#in-production (without the /python segment) to match the pattern of other LangChain documentation links in this file.

Suggested change
See [add and manage memory](/oss/python/langchain/short-term-memory#in-production) for more details.
See [add and manage memory](/oss/langchain/short-term-memory#in-production) for more details.

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</Info>
</Step>
<Step title="Create and run the agent">
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