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I suppose that the code snippets are intended to run each on its own. To guarantee this the snippet for the example: "Write long-temr memory from tools" needs to include `RunnableConfig` Same also for the second commit of this pull request. The other commits are about similar issues, where imports are missing to make a snippet executable on its own. --------- Signed-off-by: Kai Wendel <kai.wendel@iws.uni-stuttgart.de> Co-authored-by: Eugene Yurtsev <eugene@langchain.dev> Co-authored-by: Lauren Hirata Singh <lauren@langchain.dev>