Woodpecker Software Testing

Mar 10, 2026 · Artificial Intelligence

Multimodal Testing in Practice: From Theory to Real‑World Deployment

The article examines how multimodal AI systems—such as GPT‑4V, Qwen‑VL, and Kosmos‑2—require a new testing paradigm, presenting a four‑layer D‑M‑F‑D framework, concrete case studies, and engineering practices to achieve robust, end‑to‑end validation.