Update python.md

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Twisha Bansal
2026-02-04 14:58:53 +05:30
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@@ -12,7 +12,7 @@ This tutorial assumes that you have set up a basic toolbox application as descri
This guide demonstrates how to implement these patterns in your Toolbox applications.
## Python
## Implementation
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@@ -28,4 +28,4 @@ The following example demonstrates how to use `ToolboxClient` with LangChain's m
For more information, see the [LangChain Middleware documentation](https://docs.langchain.com/oss/python/langchain/middleware/custom#wrap-style-hooks).
You can also add model-level (`wrap_model`) and agent-level (`before_agent`, `after_agent`) hooks to intercept messages at different stages of the execution loop. See the [LangChain Middleware documentation](https://docs.langchain.com/oss/python/langchain/middleware/custom#wrap-style-hooks) for details on these additional hook types.
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