Wu Shixiong's Large Model Academy

Nov 18, 2025 · Artificial Intelligence

How to Make LLM Agents’ Function Calls Stable and Accurate: 5 Proven Strategies

This article breaks down why function‑call reliability is the biggest bottleneck for LLM agents and presents a systematic five‑step loop—schema quality, prompt context, sampling, training data, and runtime defenses—plus concrete optimization techniques such as dynamic tool routing, plan‑execute, validation layers, memory injection, and log‑driven tuning, illustrated with real‑world cases.