diff --git a/pipeline/preprocessors/link_map.py b/pipeline/preprocessors/link_map.py
index 11e2ad43e..79f6f9dd7 100644
--- a/pipeline/preprocessors/link_map.py
+++ b/pipeline/preprocessors/link_map.py
@@ -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",
         },
     },
diff --git a/src/oss/langchain/quickstart.mdx b/src/oss/langchain/quickstart.mdx
index 649e45141..7284127d0 100644
--- a/src/oss/langchain/quickstart.mdx
+++ b/src/oss/langchain/quickstart.mdx
@@ -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: