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A cognitive agent architecture using LangGraph and Python custom orchestration for adaptive travel planning. Employs a non-destructive state machine with dynamic self-evaluation, conditional re-search loops to fix data gaps, and robust Streamlit UI persistence guards alongside token-optimized data serialization.