A professional reflection on how AI augments technical teams, improves operational decision-making, and supports infrastructure modernization rather than replacing human expertise.
↗ View on LinkedInSenior 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.
AI-generated with Google Gemini from my own photos
// Projects & Labs
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-4-6Stdlib-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 ChallengeHands-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 LabInteractive 3D visualizers of Clos/ECMP leaf-spine and AI training fabrics, built with Three.js.
// Latest Articles & Posts
A professional reflection on how AI augments technical teams, improves operational decision-making, and supports infrastructure modernization rather than replacing human expertise.
↗ View on LinkedIn
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
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 LinkedInARM + 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 LinkedInBuilt Optimus — a personal AI agent on OpenClaw TUI, claude-sonnet-4-6 backend, focused on AI-driven network automation.
↗ View on LinkedInConnected AI to the network. First thing it asked: "What's your change ticket #?" — ITIL enforcement built in from day one.
↗ View on LinkedIn15–20 min daily. Real problems. Raw thinking. Brutal AI feedback. Training the mental discipline of a Principal Architect.
↗ View on LinkedIn// Experience
// Selected Enterprise Network Projects
// Core Competencies
// Training
// Certifications
// Professional Memberships
// Education