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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Julie A. McCann

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#artificial intelligence Preprint Oct 2026

TERRA: Task-Oriented Edge AI for Regional Fire Detection with Identity-Free Reporting

This work introduces TERRA (Task-Oriented Edge Representation and Regional Aggregation), an edge-AI framework that combines task-oriented local inference, identity-free region-tagged reporting, and permutation-invariant regional evidence aggregation for regional inference under repetition-disjoint three-fold cross-vali...

Mohammad Kazemi, Julie A. McCann · 0 citations

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