AI RESEARCH
Towards Multi-Agent Autonomous Reasoning in Hydrodynamics
arXiv CS.AI
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ArXi:2605.01102v1 Announce Type: new Single-agent systems (SAS) have become the default pattern for LLM-driven scientific workflows, but routing planning, tool use, and synthesis through a single context window comes with a well-known cost: as tool specifications and observational traces accumulate, the effective context available for each decision shrinks, and end-to-end reliability suffers. We present a multi-agent system (MAS) prototype for hydrodynamics in which specialized agents are coordinated through a Layer Execution Graph.