The Hallway Track
Research Findings

Scientists Found A Better Language For AI Agents

Two Minute Papers · Jun 19, 2026 · Research Findings

A new method lets AI agents communicate by passing raw undecoded numbers instead of English text.

“forget English. You know what? Forget letters entirely.”

A research paper proposes that multi-agent AI systems should communicate by passing raw latent numerical representations directly between agents rather than encoding and decoding natural-language text. This addresses the coordination failures, inefficiency, and error propagation that plague current word-based agent pipelines, potentially making multi-agent systems faster and more reliable as agent deployment scales rapidly.

ai-agents multi-agent-coordination agent-communication research

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