AI RESEARCH
Enabling Agents to Communicate Entirely in Latent Space
arXiv CS.AI
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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.