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Great work! 👏 I checked out the changes in this commit and it’s clear you’re building a solid and efficient chatbot demo. The refactoring looks clean and improves readability, making the bot logic easier to scale.

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Thanks for this clear walkthrough on building chatbots — very helpful for anyone starting with LangChain and RAG. For those exploring social data tooling, we also built RecentlyFollowed (https://www.recentlyfollowed.com/) which lets you anonymously view recent follows and followers history, and it pairs well with projects that analyze user interaction data.

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