diff --git a/docs/docs/agents/context.md b/docs/docs/agents/context.md
index 5b39b4090..9c8403a6a 100644
--- a/docs/docs/agents/context.md
+++ b/docs/docs/agents/context.md
@@ -24,14 +24,14 @@ Runtime context is for immutable data like user metadata, tools, db connections,
 
     The `Runtime` object is recommended to access static context and runtime-specific information like the store and stream writer.
 
-!!! note "'Context' is an overloaded term"
+!!! note 
 
     Runtime context refers to local context: data and dependencies your code needs to run. It does not refer to:
 
     * The LLM context, which is the data passed into the LLM's prompt.
     * The "context window", which is the maximum number of tokens that can be passed to the LLM.
 
-    You likely want to use the local context to optimize the llm's context window. For example, you
+    You likely want to use the local context to optimize the LLM's context window. For example, you
     could use a user_id to fetch a user's name and information from a database to populate the context window with relevant memories.
 
 Specify static context via the `context` argument to `invoke` / `stream`, which is reserved for this purpose: