Services
I take on a small number of focused engagements at a time. The work I'm best at is integrating AI into real production workflows — building systems that have to keep running after the consultant leaves. Below is what I'm currently offering. If your problem is adjacent but doesn't quite fit, send me an email anyway. The interesting work usually is.
MCP Server Development & Integration
Custom Model Context Protocol servers connecting Claude and other LLMs to your existing systems — internal APIs, databases, file storage, internal tools. Built for production use, not demos. I've shipped MCP integrations for my own business and can do the same for yours.
Local / Self-Hosted LLM Deployment
Setting up production-grade local LLM infrastructure on your hardware. For businesses that can't send data to commercial APIs (compliance, privacy, cost) or want to eliminate ongoing per-call expenses. Ollama, Docker, GPU optimization, custom integrations.
AI-Powered Education Tools
Custom tools and pipelines for language schools, tutors, and education businesses — automated curriculum generation, student progress systems, exam prep content at scale, communications automation. Built on real experience running and operating an education consulting business in Japan.
EN→JP Content Generation Systems
AI-driven pipelines for translating and generating Japanese content from English source material — documentation, learning materials, business communications. I work primarily in English and use AI tooling to produce Japanese output. For high-stakes content, I recommend pairing the system I build with native-speaker review on the QA side.
Not sure what you need?
If your problem doesn't fit neatly into one of these, send me an email. Most real engagements start as "I have this messy thing and I'm not sure what it is."
Get in touch