Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2610.01364.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

LLM-based agents are paired with individual factory modules via MCP tool servers and OPC UA, coordinating over MQTT with real-time state injection. Three architectures (orchestrator, peer-to-peer, monolithic) are compared across nine production challenges in a simulated six-module hexagonal factory, achieving up to 93% solve rates and exhibiting emergent fault-diagnosis behavior.

Concrete multi-agent coordination blueprint combining MCP, MQTT, and real-time state grounding, with quantitative comparison of three architectures on a reproducible simulation benchmark.

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