Wu Shixiong's Large Model Academy

Dec 6, 2025 · Artificial Intelligence

How to Engineer Industrial‑Scale Function Call Data for AI Agents

This article explains why handcrafted SFT data fails for function‑call agents, introduces a controllable data‑sandbox approach, details label and variable design, shows code for seed generation and full dialogue synthesis, and demonstrates how the resulting dataset improves model routing, multi‑turn handling, tool sequencing, and error resilience.