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#agent-coordination News & Analysis

2 articles tagged with #agent-coordination. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · 4d ago7/10
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When Agents Evolve, Institutions Follow

Researchers from arXiv demonstrate that multi-agent AI systems built on large language models achieve dramatically different performance levels based on their organizational structure, with governance topology showing a 57+ percentage point performance gap. The study translates seven historical political institutions into executable multi-agent architectures, revealing that optimal organizational design shifts systematically with model capability and task requirements.

AIBullisharXiv – CS AI · Mar 177/10
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Training-Free Agentic AI: Probabilistic Control and Coordination in Multi-Agent LLM Systems

Researchers introduce REDEREF, a training-free controller that improves multi-agent LLM system efficiency by 28% token usage reduction and 17% fewer agent calls through probabilistic routing and belief-guided delegation. The system uses Thompson sampling and reflection-driven re-routing to optimize agent coordination without requiring model fine-tuning.