Systems & infrastructure
Linux, virtualization, network architecture, service operations, and repeatable automation.
William James · AI infrastructure engineer & systems architect
Technology that works.
Intelligence that helps.
I design, build, troubleshoot, and document systems—from Linux infrastructure and automation to AI integrations and practical software. My focus is on making complex technology dependable and useful.
What I work on
Built around real problems.
Infrastructure, intelligent systems, and smaller tools share the same approach: understand the problem, make the change carefully, and verify the result.
AI integration & reliability
Provider routing, controlled agent workflows, context continuity, and practical regression testing.
Useful software
Lightweight browser tools and reference applications built to solve specific problems.
Selected evidence
Work you can examine.
Dexter + Sentinel
A Proxmox-hosted OPNsense firewall cutover, with post-reboot routing and DNS checks recorded.
BCBC AI Gateway
Containerized AI-provider routing, including a recorded end-to-end model and file-creation test.
FreeLLMAPI Rolling Updater
Sequential update automation with snapshots and defined verification and rollback paths.
How I work
Design logic first.
Code last.
Understand the actual failure domain. Preserve a rollback path. Change one variable at a time. Verify runtime state—not just a reassuring status label.
More about my approachLess complexity.
More possibility.
More possibility.
Practical engineering, clear documentation, and technology that earns its place.
What's next
Intelligent devices, thoughtfully designed.
I'm also exploring an AI-assisted controller platform for environmental monitoring, security, and connected systems—with local decision-making and carefully scoped remote intelligence.
Explore the device conceptOne adaptable control architecture.
Different applications. A shared emphasis on reliability, secure connectivity, event-driven information, and practical operator control.