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AutoAgent dynamically evolves agent cognition and memory to achieve superior performance in complex, dynamic environments, without requiring external retraining.
GraphRAG gets a speed boost: HELP achieves up to 28.8x faster retrieval while maintaining competitive accuracy on multi-hop question answering by intelligently mapping logical reasoning paths to relevant text.
