AI/ML System Architect
ENTERPRISE AI THAT SHIPSNot a notebook. A system.
with
governed systems that ship
not research-grade hope
24/7 PLATFORMS
Not demos that worked once
GOVERNANCE IS ARCHITECTURE
Not a policy PDF
PROMOTION GATES, NOT HOPES
Digest-bound. OIDC. No portal clicks.
15+ YEARS ENTERPRISE, THEN AI
Not the other way around
OPTIMIZED FOR TIME-TO-VALUE
Not just accuracy
15+ YRS
MAZDA → THERAGUN
Downtime measured in millions.
THEN
SAW AI COMING
Most teams built it wrong.
3 YRS
ENTERPRISE DISCIPLINE → AI
Mazda North America
Revlon
Stanley Black & Decker
Fox Sports
Theragun
NOW
SYSTEMS THAT SURVIVE PRODUCTION
Receipts in repos — not slides.
Proof of scope
15+
Years enterprise platforms
3 yrs
AI on that discipline
24/7
Platforms, not demos
AI ArchitectML System ArchitectEnterprise AIProduction MLMLOpsLLMOpsAgentic AIAI SafetyGenerative AIGraph Neural NetworksScientific AIAzure MLAI ArchitectML System ArchitectEnterprise AIProduction MLMLOpsLLMOpsAgentic AIAI SafetyGenerative AIGraph Neural NetworksScientific AIAzure ML