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A great enhancement for the "CodeCompass" project would be to introduce user-specific model customization. By analyzing a user's past GitHub activity (e.g., commits, issues, repositories followed), the system could fine-tune recommendation models to provide more personalized and relevant suggestions. This would make the chatbot more intuitive and aligned with the unique preferences and contributions of individual users.