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MAS-DecStream is a distributed scheduling system using LLM agents for multi-round negotiation via an extended Contract Net Protocol, cutting latency violations to 3% and improving utility by 22% in mobile edge computing environments.

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MAS-DecStream: LLM Agents Negotiate for Stream Scheduling in Mobile Edge Computing

Introduction

FAQ

What is MAS-DecStream?

MAS-DecStream is a distributed scheduling system for stream processing in mobile edge-cloud environments, using LLM agents for multi-round negotiation via an extended CNP.

How does MAS-DecStream compare to traditional systems?

It reduces latency violations to 3% compared to rule-based baselines and improves utility by up to 22%, while maintaining hard constraints.

Can MENA companies adopt MAS-DecStream?

Yes, especially cloud providers and telecom operators managing real-time streaming applications, as it optimizes resource usage and reduces costs.

What are the current limitations?

Performance depends on model and prompt, requiring accuracy-cost trade-offs, and it hasn't been tested at scale yet.

Source: arXiv cs.AI

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