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This paper proposes MAS-DecStream, a decentralized scheduling framework for stream processing in mobile edge-cloud infrastructures, extending the Contract Net Protocol with LLM-assisted negotiation. Experiments show reduced latency violations and improved utility over rule-based baselines.