Silent Failures in Agent-Tool Interaction: An Audit of ToolUniverse
Uncovering the hidden communication gaps between autonomous AI agents and their specialized toolsets.
Agentic AI systems are increasingly adopting automated pipelines that integrate multiple tools. While prior research and benchmarks have studied about task success and task completion of these agentic systems, the research about agent to tool interaction, specifically in biology ...
ArXiv CS.AI
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As agentic systems integrate increasingly complex tools, the silent failures occurring during tool-agent communication pose a significant barrier to reliable deployment in sensitive fields like biology. Addressing these interaction gaps is critical for ensuring that autonomous agents maintain accuracy and safety when executing real-world, high-stakes tasks.
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