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.
AI trustworthinessAdversarial EvaluationLLM testing
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