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P. Loreti

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#small language model Preprint Sep 2026

ANI-Gamut: Benchmarking Agent Reliability across the Gamut of Agent-Network Interface Abstractions

ANI-Gamut is presented, a reproducible, open-source playground that exposes the same task at several levels on a single, densely populated brownfield substrate, where many coexisting services share resources and collateral damage actually arises.

Lorenzo Bracciale, P. Loreti, A. Mayer et al. · 0 citations
Conference Jul 2026

A Playground for Benchmarking Agentic AI in Network Management

Agentic AI is emerging as a promising paradigm for network management, enabling high-level intent processing, automated decision making, and closed-loop control. However, the current landscape is fragmented: proposed solutions are often evaluated in ad hoc settings, with limited reproducibility and no common basis for...

Stefano Salsano, A. Mayer, Lorenzo Bracciale et al. · 0 citations

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