AIOPS ARCHITECT · BUILDING AGENTS @ CORE42

Marlon
Paz

Agentic AI · Autonomous Networks · Internet of Agents
Core42 · G42 Group Abu Dhabi, UAE IEEE-published author

Network architect turned automation builder, now an AIOps Architect building production multi-agent systems on the Internet of Agents (AGNTCY · A2A · LangGraph) with full OpenTelemetry observability — and bringing agentic AI to autonomous, self-driving networks. Built on 15+ years of global ICT and expert-level networking across Cisco, Nokia and Juniper.

01

Certifications

CCIE
Cisco Certified Internetwork Expert
CKA
Certified Kubernetes Administrator
NVIDIA AIOps
AI Infrastructure & Operations Associate
DevNet Pro
Cisco DevNet Professional
CCNP DC
CCNP Data Center
Nokia DCFP
Data Center Fabric Professional
Isovalent 20×
Lab Champion · Cilium / eBPF
In progress
CCIE Automation
Automation Architect · 2026
In progress
ISO 42001
AI Mgmt System · Lead Implementer
In progress
Claude Architect
Claude Certified Architect
02

Technical Stack

Agentic AI & AIOps

AI AgentsAgentic SystemsAgntcy A2AMCPInternet of Agents LangGraphLangChainLlamaIndex ClaudeLiteLLMMulti-Agent Systems GPU ClustersLLM InfrastructureSLIM NATSAutonomous Networks Agentic NetOpsSelf-Driving InfraAIOps AI Governance

Multi-Vendor Networking

IP/MPLSSR-MPLSSegment Routing BGP / EVPNVXLANDCI / DCN Cisco IOS-XRNX-OS / ACINokia SR Linux / SR OS JuniperAristaCLOS Spine-Leaf Secure ZTPDigital Twin (DTaaS)Critical Infrastructure NGE (Network Group Encryption)Secure Industrial Networking

Automation & Programmability

PythonAnsibleTerraform BashYANGRobot Framework NornirScrapliNetmiko NAPALMpyATS / GenieNETCONF / RESTCONF gNMI / TelemetryGit

Cloud-Native & Observability

KubernetesCiliumHubble eBPFcontainerlabEVE-NG PrometheusLokiZabbix NetBox

Security & AI Governance

NIST CSFNIST AI RMFISO/IEC 42001 Responsible AISecure-by-DesignIAM AAA · TACACS+ · RADIUSRed Hat IDMRisk Assessment

GenAI Platform & Observability

OpenTelemetryOTLPLLM Tracing ClickHouseGrafanaFastAPI PydanticgRPC / ProtobufDocker

Full-Stack Delivery

Python 3.13async / asyncioReact 19 TypeScriptViteTailwindCSS React Flowuv

Building Now

Internet of Agents

Production Multi-Agent Systems

Designing and operating teams of autonomous AI agents that plan, build, review and act — orchestrated with LangGraph over the AGNTCY Internet-of-Agents stack (A2A protocol, SLIM transport, NATS), multi-model through LiteLLM, and fully instrumented with OpenTelemetry (traces into ClickHouse and Grafana). Python 3.13 / FastAPI services, a React 19 frontend, shipped on Docker & Kubernetes.

LangGraphA2A ProtocolAGNTCY SLIM NATSOpenTelemetryClickHouse GrafanaFastAPILiteLLM React 19KubernetesPython 3.13
03

Trajectory

2024 — PRESENT
AIOps Architect
Core42 — G42 Group · Abu Dhabi, UAE · AI infrastructure & agentic systems
2019 — 2024
IP/MPLS Network Architect
Nokia · Amadora, Portugal — DTaaS (Digital Twin as a Service), Secure ZTP, smart-grid & railway critical infrastructure
2018 — 2019
Network Consulting Engineer
Layer2 Consulting (Cisco) · Honduras
2016 — 2018
Network & Security Specialist
Citi Bank (contract) · San Salvador
2014 — 2016
Telecommunications Engineer
Tigo (contract) · San Salvador
2009
B.Sc. Electrical Engineering
Universidad Centroamericana (UCA) · San Salvador
04

Open Source

github.com/mairp
05

Publications

co-authored · peer-reviewed
06

Where I'm Headed

Agentic AI & Autonomous Networks

Converging two decades of networking and automation with agentic AI: building AI agents and the systems that connect, secure and observe them (AIOps), open standards like Agntcy that let agents interoperate across the Internet of Agents, and autonomous, self-driving networks that run themselves — all with governance that keeps them accountable. The plan favors depth over speed.

CCA Foundations ISO/IEC 42001 Lead Implementer NCP-AAI · Agentic AI CCA Advanced IAPP AIGP capstone