AI Infrastructure: From Gigastructure to Edge Intelligence with Multi-Agent Systems

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Andrea Omicini, Alessandro Ricci, Viviana Mascardi
Viviana Mascardi, Andrea Omicini (eds.)
The Agents Journey: Twenty-Five Years of Multi-agent Systems, chapter 14, pages 366–384
Lecture Notes in Computer Science (State-of-the-Art Survey) 16395
Springer Nature Switzerland
April 2026

The rise of generative AI and LLMs is reshaping the global landscape of computational infrastructures. Massive investments in hardware and software are required, raising pressing questions about technological monopolies, digital divides, and the role of public institutions. Recalling the historical evolution of ICT infrastructures, we argue in this paper for a different long-term perspective on AI development—one where agents and MASs serve as the conceptual and technical foundation of scalable, sustainable, and open AI frameworks. Such an approach can help address the challenges of sustaining AI research within public contexts and promote democratic control over AI technologies and applications in the public interest.

keywords   AI Infrastructure, Multi-Agent Systems, Open Science, Neurosymbolic AI, Internet of Intelligent Things, Digital Divide, Public Interest, AI & Democracy
journal or series
Journal_icon.svg Lecture Notes in Computer Science (LNCS)
container publication
Publication_icon.svg The Agents Journey (edited volume, 2026) — Viviana Mascardi, Andrea Omicini
companion publication
Publication_icon.svg Preface (editorial/introduction/preface, 2026) — Viviana Mascardi, Andrea Omicini
Publication_icon.svg Evolution of Programming Languages in Agent Systems and the Role of Computational Logic (book chapter, 2026) — Alina Vozna, Andrea Monaldini, Stefania Costantini, Giovanni De Gasperis, Pierangelo dell’Acqua, Andrea Formisano, Andrea Rafanelli
Publication_icon.svg Looking for the Best Partners (book chapter, 2026) — Domenico Rosaci, Giuseppe M. L. Sarnè
Publication_icon.svg Trust Evolution in Agent and Multi-agent Systems: A Computational Modeling Perspective (book chapter, 2026) — Alessandro Sapienza, Filippo Cantucci, Cristiano Castelfranchi, Rino Falcone
Publication_icon.svg Interaction Protocols: From AUML to Social Commitments, from Artifacts to BSPL (book chapter, 2026) — Matteo Baldoni, Cristina Baroglio, Roberto Micalizio
Publication_icon.svg Coordination of Software Agents: Models and Languages (book chapter, 2026) — Giacomo Cabri, Letizia Leonardi, Stefano Mariani, Franco Zambonelli
Publication_icon.svg Self-organisation with Aggregate Computing: A Reflection Under the Lenses of Multi-agent Systems Engineering (book chapter, 2026) — Gianluca Aguzzi, Roberto Casadei, Danilo Pianini, Mirko Viroli
Publication_icon.svg Rethinking Software Agents as Building Blocks of Software Systems (book chapter, 2026) — Federico Bergenti, Stefania Monica
Publication_icon.svg Designing Agent-Oriented Systems (book chapter, 2026) — Massimo Cossentino, Luca Sabatucci, Valeria Seidita
Publication_icon.svg 25 Years of Declarative Agent Technologies in Italy (book chapter, 2026) — Davide Ancona, Daniela Briola, Angelo Ferrando, Maurizio Martelli, Viviana Mascardi
Publication_icon.svg Intelligent Agents from Symbolic to Neurosymbolic Systems: The Quest for Integration (book chapter, 2026) — Andrea Agiollo, Roberta Calegari, Giovanni Ciatto, Matteo Magnini, Andrea Omicini, Federico Sabbatini
Publication_icon.svg From Objects to Agents, and Back to Smart Objects: Software Agents for Intelligent Internet of Things (IoT) Systems (book chapter, 2026) — Daniel-Costel Bouleanu, Marco Loaiza, Claudio Savaglio, Costin Bădică, Raffaele Gravina, Giancarlo Fortino
funding project
Project_icon.svg ENGINES — ENGineering INtElligent Systems around intelligent agent technologies (28/09/2023–27/02/2026)
Project_icon.svg AEQUITAS — Assessment and Engineering of eQuitable, Unbiased, Impartial and Trustworthy Ai Systems (01/11/2022–31/10/2025)
Project_icon.svg FAIR-PE01-SP08 — Future AI Research – Partenariato Esteso sull'Intelligenza Artificiale – Spoke 8 “Pervasive AI” (01/01/2023–31/12/2025)
works as
companion publication for
Publication_icon.svg 25 Years of Declarative Agent Technologies in Italy (book chapter, 2026) — Davide Ancona, Daniela Briola, Angelo Ferrando, Maurizio Martelli, Viviana Mascardi
Publication_icon.svg Self-organisation with Aggregate Computing: A Reflection Under the Lenses of Multi-agent Systems Engineering (book chapter, 2026) — Gianluca Aguzzi, Roberto Casadei, Danilo Pianini, Mirko Viroli
Publication_icon.svg Coordination of Software Agents: Models and Languages (book chapter, 2026) — Giacomo Cabri, Letizia Leonardi, Stefano Mariani, Franco Zambonelli
Publication_icon.svg Evolution of Programming Languages in Agent Systems and the Role of Computational Logic (book chapter, 2026) — Alina Vozna, Andrea Monaldini, Stefania Costantini, Giovanni De Gasperis, Pierangelo dell’Acqua, Andrea Formisano, Andrea Rafanelli
Publication_icon.svg Intelligent Agents from Symbolic to Neurosymbolic Systems: The Quest for Integration (book chapter, 2026) — Andrea Agiollo, Roberta Calegari, Giovanni Ciatto, Matteo Magnini, Andrea Omicini, Federico Sabbatini
Publication_icon.svg Rethinking Software Agents as Building Blocks of Software Systems (book chapter, 2026) — Federico Bergenti, Stefania Monica
Publication_icon.svg Looking for the Best Partners (book chapter, 2026) — Domenico Rosaci, Giuseppe M. L. Sarnè
Publication_icon.svg Trust Evolution in Agent and Multi-agent Systems: A Computational Modeling Perspective (book chapter, 2026) — Alessandro Sapienza, Filippo Cantucci, Cristiano Castelfranchi, Rino Falcone
Publication_icon.svg Preface (editorial/introduction/preface, 2026) — Viviana Mascardi, Andrea Omicini
Publication_icon.svg From Objects to Agents, and Back to Smart Objects: Software Agents for Intelligent Internet of Things (IoT) Systems (book chapter, 2026) — Daniel-Costel Bouleanu, Marco Loaiza, Claudio Savaglio, Costin Bădică, Raffaele Gravina, Giancarlo Fortino
Publication_icon.svg Interaction Protocols: From AUML to Social Commitments, from Artifacts to BSPL (book chapter, 2026) — Matteo Baldoni, Cristina Baroglio, Roberto Micalizio
Publication_icon.svg Designing Agent-Oriented Systems (book chapter, 2026) — Massimo Cossentino, Luca Sabatucci, Valeria Seidita