Ship AI features your team can actually maintain.
Hands-on training, workshops, and advisory for engineering teams putting AI into production in regulated, high-stakes environments. I'm Collin Wilkins — a lead engineer who ships this work himself, then gets your engineers doing it on your codebase.
A 30-minute call. We'll figure out whether we're a good fit, and you'll leave with your highest-leverage AI use case mapped.
Connected Vehicle Selected writing
All 47 articles →Context Engineering: The Skill That Makes AI Coding Tools Actually Work
Most developers blame the model when AI coding tools produce bad output. The real problem is context. Here's the system I built to fix that.
Read →LLM Gateway Architecture: When You Need One and How to Get Started
Your team is calling 4 LLM providers from 6 services with no routing layer. Here's the architecture pattern that fixes it.
Read →The Claude Code Productivity Paradox
Individual developer metrics are up. Organizational metrics are flat. Here's why the gap exists and what it means for AI coding tool adoption.
Read →I've shipped this work, not just talked about it.
I'm a lead engineer at Morningstar working in regulated financial services, where AI features have to be correct, explainable, and maintainable.
Before that I spent three years on Ford's connected-vehicle team and came up through a leadership development program with a background spanning sales and operations. That mix is why I run training the way I do: technical depth, always tied to the business call underneath it.
I write about AI engineering at collinwilkins.com, and I work with a small number of teams at a time so the engagement stays hands-on.
Work with me
Adopt AI without changing how you do business.
A 30-minute intro call. We'll pin down where AI is worth your team's time, and whether I'm the right person to help.