Where I help
I do my best work where implementation alone is not enough. If you are building a product, platform, or internal tool and need someone who can translate domain complexity into architecture, make the critical technical decisions, and ship the full system end-to-end, that is the work I take on. I also join existing Rails products when they need legacy untangled, technical debt reduced, a credible growth path, and AI added without breaking the core.
I usually work with three kinds of clients: startups looking for a technical co-founder or first architect, companies with mature or legacy Rails systems that need structure, and teams that want to introduce AI as a separate layer that strengthens the product instead of damaging its foundations.