Model Context Protocol (MCP) — An Overview Of Everything You Need To Know
Confused by Model Context Protocol (MCP)? This overview breaks down what it is, why it matters, how it works, and what to watch out for.
Move from prototype to production in weeks — with engineering precision and real, measurable outcomes.
I'm Frazer Dourado, an Applied AI Engineer and founder of Variable X®.
For the past decade, I've built and scaled production systems at companies like Mercedes-Benz, PayPay, and Bol.com. Today, I help teams apply the same engineering discipline to design, deploy, and scale AI systems that actually work in the real world.
Many teams have AI ideas. Few get them into production.
Pilots stall. Integrations break. Impact gets lost between strategy and execution.
My work bridges that gap by combining engineering precision with applied AI expertise to build systems that are reliable, maintainable, and built for long-term performance.
Through a blend of engineering depth and applied AI experience, I help teams:
I used AI to build and ship a real, production ready blog in a single day — without cutting corners. Here’s what worked, what didn’t, and what you can take away.
Tell me a little about what you're building or want to build. I'll reply within 24 hours with next steps.