Symphony's decentralized multi-agent LLM framework claims strong accuracy gains but its evaluation has internal contradictions and missing statistical support.
Lightweight fault detection for distributed systems using periodic beaconing
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Symphony: A Decentralized Multi-Agent Framework for Scalable Collective Intelligence
Symphony's decentralized multi-agent LLM framework claims strong accuracy gains but its evaluation has internal contradictions and missing statistical support.