AI Infrastructure · NVIDIA NCCL
Multi-GPU Communication Explained
Deep-dive into NCCL transport protocols (Simple, LL, LL128), primitives, and collective ops for distributed AI training at scale.
↗ Read Article on LinkedIn
Available for Senior / Director-level roles
Luis Adrian
Martinez
Network Associate Director · AI-NetOps · Data Center Infrastructure
Senior network infrastructure engineer with 15+ years designing, operating, and automating enterprise-grade networks across WAN, LAN, data center, and cloud-connected environments. Deep hands-on background in BGP, OSPF, MPLS, Palo Alto, F5 BIG-IP LTM, and production-grade AIOps tooling built on top of Claude Sonnet.
CCNP
CCNA R&S
CCNA Voice
Gen AI Yellow Belt
NTT DATA — Associate Director
ID // ADR-001
EN
ES
PT
// Projects & Labs
MODULE_01 // AI-NETOPS
NetClaw / OpenClaw
AI-assisted operational tooling for network infrastructure. LLM-integrated workflows via Claude Sonnet targeting Cisco Catalyst 8000 IOS XE on DevNet. Enforces ITIL change management — requires a change ticket before any config is applied. MCP-based tool dispatch with audit logging.
Active — claude-sonnet-4-6MODULE_02 // PYTHON
Network Reachability Checker
Stdlib-only Python tool that replaces manual ping sweeps. Reads a CSV device inventory, validates IPs, executes cross-platform pings, and writes timestamped results — the same logic behind SolarWinds NCM pre-change validation, built from first principles.
Week 1 — 100-Day ChallengeMODULE_03 // LOAD BALANCING
F5 BIG-IP LTM Lab
Hands-on F5 BIG-IP LTM lab covering virtual servers, pools, health monitors, persistence profiles, SSL offload, SNAT, and traffic engineering. Migration planning workflows, reliability validation runbooks, and production-style documentation aligned with enterprise load-balancing environments.
Active — AWS LabMODULE_04 // API INTEGRATION
Tesla Fleet API
OAuth integration and telemetry workflows using Python and secure credential management on macOS. Demonstrates API integration patterns applicable to enterprise infrastructure automation. Sanitized telemetry artifacts published to GitHub Pages.
Lab — OAuth + Telemetry// Latest Articles & Posts
AI Infrastructure · GPU Clusters
AI Backbone Systems in 2026
Full landscape of AI infrastructure — H100 DGX clusters, rack-scale systems, training vs. inference split, and what's cutting edge today.
↗ Read Article on LinkedIn
// Lab · AWS · F5 BIG-IP
2 Sides of the Story
ARM + F5 VE don't mix on Mac M2. Pivoted to AWS — VPC, Security Group locked to home IP, F5 BIG-IP VE 30-day trial. Under $40.
↗ View on LinkedIn
// AI · OpenClaw · NetOps
My Own Personal Agent
Built Optimus — a personal AI agent on OpenClaw TUI, claude-sonnet-4-6 backend, focused on AI-driven network automation.
↗ View on LinkedIn
// ITIL · NetClaw · Change Control
Change Ticket Required
Connected AI to the network. First thing it asked: "What's your change ticket #?" — ITIL enforcement built in from day one.
↗ View on LinkedIn
// 100 Days · First Principles
100 Days of First-Principles Thinking
15–20 min daily. Real problems. Raw thinking. Brutal AI feedback. Training the mental discipline of a Principal Architect.
↗ View on LinkedIn// Experience
Network Associate Director — Infrastructure & Network Engineering
Enterprise Production · WAN · DC · Firewall · Load Balancing
- Architected WAN resiliency via IP SLA, BFD, and PBR — 99.9% link availability across critical enterprise locations
- Engineered SolarWinds NPM/NTA + ServiceNow integration for real-time alerting and automated incident creation — MTTR reduced 35%
- Executed data center migrations, circuit transitions, and hardware lifecycle upgrades across 200+ devices with zero unplanned downtime
- Automated config compliance and operational tasks with Python, Ansible, and REST APIs — audit effort reduced 60%
- Built capacity planning and observability dashboards via SolarWinds PerfStack and NetFlow to surface utilization trends proactively
- Delivered production support across routing, switching, Palo Alto firewall policy, F5 load-balancing, and packet-level troubleshooting
- Integrated AI-assisted RCA and intelligent operational workflows — accelerating incident resolution and reducing escalation cycles
- Coordinated cross-functional change governance with application, security, DC, and vendor teams without creating organizational bottlenecks
Network Design Advisor
Enterprise LAN/WAN · VPN · Firewall · Multi-Vendor
- Engineered enterprise LAN/WAN architectures, routing designs, VPN connectivity, and firewall integrations for global customers
- Coordinated multi-vendor deployments and lifecycle upgrades across Cisco, firewall, carrier, and infrastructure stacks
- Delivered infrastructure modernization focused on resiliency, supportability, and long-term operational stability
- Improved operational handoff quality through standardized network documentation and troubleshooting workflows
Network Design Engineer
Routing · Switching · VPN · DC Connectivity
- Designed and supported enterprise-scale networks across routing, switching, VPN, firewall, and DC connectivity domains
- Built standardized configuration templates and implementation frameworks to improve deployment consistency
- Provided escalation support for production infrastructure incidents — routing, connectivity, and performance
Information Management Services
Enterprise Infrastructure · Connectivity · Operations
- Supported enterprise infrastructure through troubleshooting of connectivity, performance, and service availability issues
- Improved operational stability through configuration tuning, baseline standardization, and infrastructure optimization
Network Engineer
VPN Services · Routing · HA WAN
- Managed enterprise VPN services, routing protocols, and HA WAN connectivity for customer-facing production infrastructure
- Provided technical troubleshooting for routing, WAN connectivity, and service availability incidents
// Core Competencies
Routing & Switching
Data Center & WAN
Security & Load Balancing
Observability & Ops
Automation & AIOps
Cloud & Hybrid
// Education & Certifications
// Education
M.S. in Information Technology Management
TecMilenio University
2023 – Present · In Progress
B.S. in Electronics & Communications Engineering
Universidad Autónoma de Nuevo León
2005 – 2008
// Certifications
Cisco Certified Network Professional
CCNP — Routing & Switching
✦ Cisco
Cisco Certified Network Associate
CCNA — Routing & Switching
✦ Cisco
Cisco Certified Network Associate
CCNA — Voice
✦ Cisco
Gen AI Yellow Belt
Generative AI Foundations
✦ AI Cert