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LLM Multi-Agent Perimeter Defense Simulation: Consensus Team Intrusion Rate 15%

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Khawaja Abaid Ullah and co-authors published an arXiv paper comparing a centralized commander, an auction-style consensus team, and independent LLM agents across five network conditions in a simplified perimeter defense simulation against adversarial LLM-controlled intruders. Results show the auction-style consensus team had an intrusion rate of 15%, the centralized commander 32%, and independent agents 29%. The simulation added birds and civilian drones to the airspace and attached one photo to each input text state. The authors state that after adding a single warning sentence to the prompt, the intrusion rate dropped to 0–25%. All the above results come from this simplified simulation and are not real-world deployment outcomes.

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  1. arXiv paper compares perimeter defense performance of centralized vs. decentralized LLM multi-agent teams

    An arXiv paper compared the performance of a centralized commander, an auction-based consensus team, and independent LLM agents under five network conditions in a simplified perimeter-defense simulation. The consensus team had a 15% breach rate, the commander 32%, and independent agents 29%.

    arXiv cs.RO ·

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Planning and decision makingRobot models and learningSafety and reliabilityResearch papers

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