Infrastructure operations
Proxmox, LXC, systemd, reverse proxies, TLS, networking, backup and recovery.
About William James
Experience across the whole system.
AI Technical Lead · Systems Architect · AI Infrastructure Engineer. Charlotte, North Carolina.
From operations to intelligent systems.
I bring more than 30 years of experience spanning Linux, networking, programming, hosting, security, production operations, and business ownership.
My recent work includes model-agnostic AI provider integration, multi-agent workflows, operational control interfaces, and colocated Linux infrastructure. I care as much about reliable recovery and documentation as I do about the initial build.
I founded and operated HeliFreak.com for approximately 16 years, through its acquisition in 2015, and co-founded FreakTab.com.
Documentation and design logic first. Code last.
Establish the real failure domain, change one variable at a time, preserve rollback, verify runtime state, and document the result.
Capabilities
Systems thinking, from the hardware up.
AI integration
OpenAI-compatible APIs, provider gateways, agent handoffs, persistent context, and operational checks.
Web & product engineering
Standalone web tools, interfaces, technical documentation, and product prototypes.
AI agent reliability
My field-evaluation approach examines context continuity, instruction adherence, tool routing, recovery behavior, and long-horizon task performance. The method is to capture a failure, classify it, reproduce it, compare configurations, convert it into a test, and track patterns over time.
This is a professional capability and evaluation method; it is not presented as a completed benchmark suite.
Education and credentials
AAS in Programming, Keiser University. Previous certifications include MCSE, CNE, CCNA, CompTIA A+, Network+, and i-Net+.
Résumé and professional inquiries
Review my experience directly on the résumé page, or download the original Word document. For a technical conversation, contact me directly.