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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

Author

Grégory Giuliani

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2 papers indexed here

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Open access Oct 2026

Outcome-as-a-service for multi-objective Dask-based Earth Observation processing

This paper presents an outcome-as-a-service framework for Dask-based EO processing that jointly optimises all four objectives, and matches a biggest-tier oracle on execution time, cost, and energy while running up to roughly twice as fast as naive small-cluster and default provisioning.

Arthur Lalayan, Grégory Giuliani, H. Astsatryan · 0 citations
Open access Sep 2026

Beyond Standalone Geo-Embeddings: Weighted Multi-Model Ensemble Prediction for Tropical Land-Cover Mapping

Accurate land-cover mapping in tropical regions remains challenging because of high environmental heterogeneity, complex vegetation structure, and persistent cloud cover. Recent geospatial foundation models provide pre-computed Geo-embeddings that offer a new representation of Earth Observation data (EO), yet their pot...

A. Havinga, Grégory Giuliani, Sophie Nobel et al. · 0 citations

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