Contract-based Agentic Intent Framework for Network Slicing in O-RAN

Fuente: arXiv
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Autores principales: Bimo, Fransiscus Asisi, Lai, Chun-Kai, Yang, Zhi-Yuan, Cheng, Ray-Guang
Formato: Preprint
Publicado: 2026
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author Bimo, Fransiscus Asisi
Lai, Chun-Kai
Yang, Zhi-Yuan
Cheng, Ray-Guang
author_facet Bimo, Fransiscus Asisi
Lai, Chun-Kai
Yang, Zhi-Yuan
Cheng, Ray-Guang
contents Intent-based networking aims to simplify network operation by translating operator intents into a collection of policies, configurations, and control actions. However, this translation process relies on heuristics and loose coupling. It often results in unpredictable behavior and ambiguous safety standards. This paper presents a Contract-based Agentic Intent Framework (CAIF) for the radio access network (RAN). The proposed framework employs a closed-loop agentic pipeline that systematically audits user objectives against formal RAN constraints prior to actuation. The proposed CAIF decouples probabilistic intent extraction from strictly governed policy execution to enable the enforcement of deterministic safety guarantees. We use network slicing as a representative use case to demonstrate the design flow and validate the effectiveness of the proposed approach on an O-RAN testbed. Experimental results show that the closed-loop agentic pipeline of the proposed CAIF can effectively eliminate harmful intent executions observed in direct-actuation baseline approaches.
format Preprint
id arxiv_https___arxiv_org_abs_2603_01663
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Contract-based Agentic Intent Framework for Network Slicing in O-RAN
Bimo, Fransiscus Asisi
Lai, Chun-Kai
Yang, Zhi-Yuan
Cheng, Ray-Guang
Networking and Internet Architecture
Intent-based networking aims to simplify network operation by translating operator intents into a collection of policies, configurations, and control actions. However, this translation process relies on heuristics and loose coupling. It often results in unpredictable behavior and ambiguous safety standards. This paper presents a Contract-based Agentic Intent Framework (CAIF) for the radio access network (RAN). The proposed framework employs a closed-loop agentic pipeline that systematically audits user objectives against formal RAN constraints prior to actuation. The proposed CAIF decouples probabilistic intent extraction from strictly governed policy execution to enable the enforcement of deterministic safety guarantees. We use network slicing as a representative use case to demonstrate the design flow and validate the effectiveness of the proposed approach on an O-RAN testbed. Experimental results show that the closed-loop agentic pipeline of the proposed CAIF can effectively eliminate harmful intent executions observed in direct-actuation baseline approaches.
title Contract-based Agentic Intent Framework for Network Slicing in O-RAN
topic Networking and Internet Architecture
url https://arxiv.org/abs/2603.01663