I build the infrastructure that makes AI agents actually work in production.

I started advocating for AI-augmented engineering workflows when most organizations still saw it as a party trick. I proposed systematic integration patterns, dedicated task forces, and structured adoption playbooks. Some people got it. Others needed time. Now everyone's racing to build exactly what I was describing.

I don't do "prompt engineering." I architect the platforms, design the coordination patterns, and build the infrastructure that makes AI integration survivable at scale. Production RAG systems combining LSP data sources and vector databases. Testing Maturity Models that quantify quality across organizations. Integration frameworks that cut development time by 70%. Not as a replacement for human judgment—as amplification of it.