Function Calling Best Practices for Production

By C.W. Jameson · Published 15 January 2026 · Last reviewed 15 February 2026

Function calling looks simple. It breaks in production when schemas are ambiguous or error messages are not informative.

How to design function schemas that models call correctly, handle errors, and avoid common tool-use failure modes.