Woodpecker Software Testing

Aug 28, 2026 · Artificial Intelligence

Practical Guide for Testing AI Agents: Challenges, Layered Strategy, and Real-World Practices

The article presents a comprehensive, experience‑driven framework for testing large‑model‑driven AI agents, detailing why traditional methods fail, outlining a four‑layer testing pyramid (intent, planning, tool interaction, end‑to‑end), and sharing three production‑validated engineering practices from banking and e‑commerce projects.