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Peking University
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ToolAtlas achieves up to 21.61% better performance in tool utilization by shifting memory management from agents to tool providers, revolutionizing how LLMs interact with external tools.
Enterprise LLM agents leak sensitive information in up to 50% of interactions, and surprisingly, performing better at tasks makes the problem *worse*.