Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2609.09503.

Pipeline notes

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

Paper proposes a LangGraph-based multi-agent workflow that combines RAG for semantic extraction and Model Context Protocol for telemetry binding to automate commissioning of cognitive digital twins. In a robotic machining cell, it reports 97.2% mAP in perception and reduces deployment from weeks to ~2 hours.

Concrete orchestration pattern pairing RAG with MCP in LangGraph, backed by quantified deployment-time reduction in a real industrial cell.

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No citations on record.