When Do Multi-Agent Systems Help? An Information Bottleneck Perspective

Researchers have introduced a framework using information bottleneck theory to analyze why multi-agent systems sometimes outperform single-agent configurations. By quantifying the trade-offs between information sharing and task complexity, the study aims to clarify the conditions under which coordinating multiple AI agents provides a measurable performance benefit.