IT Services Circle

Dec 7, 2025 · Artificial Intelligence

Why Function Calling Fails in AI Agents and How to Fix It

The article examines the three main challenges of complex AI projects—knowledge organization, data‑AI interaction, and intent recognition—highlighting why tool (function) calling often breaks, and presents practical engineering strategies such as prompt refinement, clearer tool schemas, intent convergence, and evaluation loops to improve reliability.