Research6 min read
Multi-Stream LLMs: Parallel Streams for Simultaneous Thinking, Reading, and Acting
Tags AI · Infrastructure
arXiv·
arXiv paper proposes Multi-Stream LLMs, which replace sequential message exchange with parallel computation streams, splitting user, system, tool, and chain-of-thought roles into separate simultaneous streams. Every forward pass reads from multiple input streams and generates to multiple output streams concurrently, addressing the limitation where agents cannot act while reading or think while acting.
Technical significance
The multi-stream architecture could reduce agentic workflow latency by allowing parallel I/O, reasoning, and action generation. The separation of concerns also improves security and monitorability by isolating system prompts, tool outputs, and chain-of-thought from user inputs in distinct streams.