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[2602.13290] AGORA: Agentic Green Orchestration Architecture for Beyond 5G Networks
Summary
The AGORA paper presents an innovative architecture for managing Beyond 5G networks, focusing on sustainability by integrating AI-driven decision-making to enhance energy efficiency and user satisfaction.
Why It Matters
As mobile networks evolve towards Beyond 5G, addressing sustainability is crucial. AGORA's approach combines AI with operational policies to meet human sustainability goals, making it a significant contribution to future network management strategies.
Key Takeaways
- AGORA integrates a Large Language Model agent for real-time decision-making in mobile networks.
- The architecture aims to balance energy efficiency with user satisfaction in network operations.
- Findings highlight the importance of latency-energy coupling in network management.
- AGORA facilitates intent-driven operations that align with sustainability goals.
- The study demonstrates the feasibility of compact models achieving low energy footprints.
Computer Science > Networking and Internet Architecture arXiv:2602.13290 (cs) [Submitted on 8 Feb 2026] Title:AGORA: Agentic Green Orchestration Architecture for Beyond 5G Networks Authors:Rodrigo Moreira, Larissa Ferreira Rodrigues Moreira, Maycon Peixoto, Flavio De Oliveira Silva View a PDF of the paper titled AGORA: Agentic Green Orchestration Architecture for Beyond 5G Networks, by Rodrigo Moreira and Larissa Ferreira Rodrigues Moreira and Maycon Peixoto and Flavio De Oliveira Silva View PDF HTML (experimental) Abstract:Effective management and operational decision-making for complex mobile network systems present significant challenges, particularly when addressing conflicting requirements such as efficiency, user satisfaction, and energy-efficient traffic steering. The literature presents various approaches aimed at enhancing network management, including the Zero-Touch Network (ZTN) and Self-Organizing Network (SON); however, these approaches often lack a practical and scalable mechanism to consider human sustainability goals as input, translate them into energy-aware operational policies, and enforce them at runtime. In this study, we address this gap by proposing the AGORA: Agentic Green Orchestration Architecture for Beyond 5G Networks. AGORA embeds a local tool-augmented Large Language Model (LLM) agent in the mobile network control loop to translate natural-language sustainability goals into telemetry-grounded actions, actuating the User Plane Function (UPF) to...