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At Equal Inference Cost, Multi-Agent Structure Does Not Beat a Single Frozen Agent

Dylan, David et al.
arXiv (All) · Papers
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multiagent-systems
Multi-agent LLM pipelines, such as Planner-Executor-Critic teams, often report gains over single agents, but these gains usually come with higher inference cost because the team makes multiple model calls per environment step. Existing automated methods search over roles, topologies, and prompts, bu
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