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.