Intent-Driven Deployment and Live Migration Using LLM

With the rise of large language models (LLMs), network management will require significantly less human intervention. This demo shows service deployment from a user request using simple natural language. We leverage LLM to decompose and translate the user request into TM Forum Intent representation. This intent is a blueprint for generating Kubernetes deployment manifest files, ultimately deploying the service to the designated location. This approach significantly reduces manual configuration and streamlines service deployment.

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Publication Details

Published
2024-10-21
DOI
https://doi.org/10.1109/camad62243.2024.10942727
Primary Topic
Mobile Agent-Based Network Management
Type
article
Field-Weighted Citation Impact
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article

Intent-Driven Deployment and Live Migration Using LLM

John S. Vardakas, Christos Verikoukis, Golshan Famitafreshi, João Fonseca et al.
Mobile Agent-Based Network Management
article

Intent-Driven Deployment and Live Migration Using LLM

John S. Vardakas, Christos Verikoukis, Golshan Famitafreshi, João Fonseca, Gereziher Adhane, Kostas Ramantas, Konstantinos Togias, Swastika Roy, Jhofre Ojeda
article en

Abstract

With the rise of large language models (LLMs), network management will require significantly less human intervention. This demo shows service deployment from a user request using simple natural language. We leverage LLM to decompose and translate the user request into TM Forum Intent representation. This intent is a blueprint for generating Kubernetes deployment manifest files, ultimately deploying the service to the designated location. This approach significantly reduces manual configuration and streamlines service deployment.

Industrial Systems Institute (GR), Iquadrat (Spain) (ES)
Reduced inequalities
Openalex Percentile: Top 65%
Mobile Agent-Based Network Management
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