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Paper · arXiv

Beyond State Machines: Executing Network Procedures with Agentic Tool-Calling Sequences

Agentic AI will be an essential enabling technology for designing future mobile communication systems, which could provide flexible and customized services, automate complex network operations, and drive autonomous decision-making across the network. This work studies how Large Language Model (LLM)-based network AI agents can be utilized to execute network procedures expressed as sequences of tool invocations. We investigate four approaches, which differ in how the agent obtains the procedure and in how execution is distributed between the agent and the underlying tools. We evaluated the latency and execution correctness across these approaches using a User Equipment (UE) IP allocation pr...

AuthorsPurna Sai Garigipati, Onur Ayan, Kishor Chandra Joshi et al.
Primary categorycs.NI
Published4 May 2026
Last updated at source4 May 2026
cs.NIcs.AI
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