New GUIDE framework helps AI agents overcome domain bias by learning from web tutorial videos without additional training

GUIDE is a training-free, plug-and-play framework that resolves domain bias in GUI agents by extracting expertise from web tutorial videos

The framework uses subtitle-driven Video-RAG (Retrieval-Augmented Generation) pipeline to unlock video semantics through three-stage progressive retrieval

Addresses key limitations where vision-language models lack familiarity with domain-specific software workflows and UI element layouts due to limited training data

Enables GUI agents to autonomously acquire task-specific knowledge for real-world applications without expensive model retraining