He Zhu

Text world models can transform LLM-based agents from reactive responders to proactive planners, fundamentally changing how they interact with complex environments.

Despite advancements, VLMs still falter in implementation tasks critical for effective spatial planning, revealing a gap in their applicability to real-world governance challenges.