AINeutralarXiv – CS AI · Mar 175/10
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Schema First Tool APIs for LLM Agents: A Controlled Study of Tool Misuse, Recovery, and Budgeted Performance
A research study examined how different tool interface designs affect LLM agent performance under strict interaction budgets. While schema-based interfaces reduced contract violations, they didn't improve overall task success or semantic understanding, suggesting that formal tool specifications alone aren't sufficient for reliable AI agent operation.