Woodpecker Software Testing

Apr 24, 2026 · Artificial Intelligence

Transforming Testing Teams for Large Language Models: A Practical Guide

The article explains why traditional deterministic testing fails for LLMs, introduces the ‘trust triangle’ quality model, describes data‑centric and lifecycle‑shifted testing practices, and outlines organizational structures—embedded test scientists or central evaluation centers—that enable reliable, safe AI deployment.