From operations to architecture: build systems operators can own and run.
I help teams turn AI from experiments into owned workflows. Strategy and facilitation first. Build when the path is clear. Hand off ownership so day two is real.
Governance and reliability are how the work holds under pressure. They are proof depth, not the front-door pitch. My path runs from complex human operations to the digital systems that automate them.