Hi, I'm Colin. I help bridge the gap between AI exploration and production-ready products.

It's an exciting time to be building with LLMs, but moving from a successful prototype to a finished application comes with a unique set of challenges. My work focuses on that transition, ensuring that the "magic" of an AI demo translates into a reliable, predictable experience for the end user.

I'm a software engineer with 12 years of experience in web architecture and 2+ years specialized in production AI. I enjoy the challenge of taking complex, non-deterministic workflows and turning them into stable, user-centric software.

Technical Focus

AI Implementation: I specialize in architecting Multi-Agent Systems, including multi-step orchestrations, RAG workflows, and agentic decision-making pipelines. I use tools like the Vercel AI SDK, OpenAI, and Anthropic to build features that handle real-world edge cases gracefully.

The Modern Full-Stack: My foundation is built on React, Next.js (App Router), TypeScript, and Node.js. I prioritize type-safety and performance because I believe software should be as maintainable as it is functional.

E-Commerce & Performance: My background in high-traffic headless commerce taught me the value of sub-second performance. I build with an eye for reliability, especially when technical decisions directly impact business outcomes and customer trust.

My Philosophy

Engineering Maturity: I've learned that a great product is built on more than just code. It requires a commitment to automated testing (Jest, Playwright), thoughtful CI/CD pipelines, and documentation that empowers the whole team.

A Collaborative Approach: I enjoy working at the intersection of product and engineering, translating ambiguous goals into clear technical roadmaps. I measure my success by the longevity of the code and the success of the team I'm part of.

Data-Informed Decisions: Whether I'm refining an LLM's output or optimizing a checkout flow, I rely on systematic evaluation frameworks and A/B testing rather than guesswork.