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AUTO-RAN Monitoring Agent
Editor Choice
AUTO-RAN Monitoring Agent

AUTO-RAN Monitoring Agent

Enrico Sbuttoni

An AI-driven monitoring agent designed to track key network KPIs, including UL/DL throughput, Signal-to-Noise Ratio (SNR), and pZeroNominal values for PUCCH and PUSCH, in cloud-native 5G O-RAN networks. The agent dynamically queries VictoriaMetrics and provides structured KPI responses to higher-layer agents within the multi-agent workflow.

develop
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Detailed Description

This artifact operates within a collaborative multi-agent architecture developed with Telenor Maritime and NVIDIA. It monitors network KPIs in both physical and emulated cloud-native deployments, coordinating with the Validation Agent and Config Planner Agent. The Config Planner Agent receives high-level intents related to KPI monitoring, configuration validation, or pZeroNominal optimization. When monitoring intents are issued, this agent queries the VictoriaMetrics time-series database to retrieve real-time network metrics and returns structured KPI outputs to the workflow.

Key Features

  • Multi-agent closed-loop coordination
  • Cloud-based physical and digital twin deployment support
  • Real-time KPI monitoring via VictoriaMetrics
  • Power-related parameter observability

Use Cases

  • Digital twin–based uplink power control validation
  • Configuration change impact analysis

External Resources

AI Agent Training


BubbleRAN open documentation
View Details

Technical Details


Version2026.02
Published23 Feb, 2026
Base
Platform:
BubbleRAN MX-PDK, MX-AI, and MX-DT

Author


Enrico Sbuttoni
Enrico Sbuttoni

Tags


  • O-RAN
  • Monitor
  • Artificial Intelligent
  • LITEON

Affiliation


  • BubbleRAN
  • EURECOM

Certified By


  • BubbleRANBubbleRAN

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An AI-driven config planner agent that designs cell reconfiguration strategies to optimize network performance. It coordinates with the Monitoring Agent to retrieve KPI context and with the Validation Agent to assess candidate configurations before recommending an optimized reconfiguration plan to higher-layer agents.

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Hermes API Agent

Hermes API Agent

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Hermes is an intelligent API agent for managing 5G O-RAN network resources through natural language interaction. It enables conversational deployment, retrieval, modification, and deletion of network entities such as terminals, networks, and infrastructure elements, with automatic YAML generation and schema validation for cloud-native network environments.

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The Service Management and Orchestration (SMO) Agent processes high-level intents for network lifecycle management, including deployment, monitoring, and deletion. It operates on top of the Hermes API Agent, translating service-level intents into structured orchestration requests.

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