AI RESEARCH

Enabling Agents to Communicate Entirely in Latent Space

arXiv CS.AI

ArXi:2511.09149v4 Announce Type: replace-cross While natural language is the de facto communication medium for LLM-based agents, it presents a fundamental constraint. The process of downsampling rich, internal latent states into discrete tokens inherently limits the depth and nuance of information that can be transmitted, thereby hindering collaborative problem-solving.