I build AI tools that work on real systems. I use AI coding agents (Claude Code, Codex, and local models) to design, build, and test MCP servers, automations, and AI agent integrations, then verify the results before handing them over. My background is extensive enterprise storage and Linux, plus Ansible automation for server fleets and networking. I run a home lab with local AI models and Kubernetes, so I test every tool before it reaches you. I start every project with a short scope call to agree on what gets built and what access it needs.... Read more