AI/ML System Architect
ENTERPRISE AI THAT SHIPSNot a notebook. A system.
with
production-grade reliability
not research-grade hope
Not demos that worked once
24/7 PLATFORMS
Not a policy PDF
GOVERNANCE IS ARCHITECTURE
Digest-bound. OIDC. No portal clicks.
PROMOTION GATES, NOT HOPES
Not the other way around
15 YEARS ENTERPRISE, THEN AI
Not just accuracy
OPTIMIZED FOR TIME-TO-VALUE
15 YRS
MAZDA → THERABODY
Downtime measured in millions.
THEN
SAW AI COMING
Most teams built it wrong.
3 YRS
ENTERPRISE DISCIPLINE → AI
Platforms, MLOps, agent runtime.
NOW
SYSTEMS THAT SURVIVE PRODUCTION
Live in Dev & Prod. Not slides.
Proof of scope
Mazda North AmericaRevlonBlack & DeckerFox SportsTherabody
15 yrs
Enterprise systems
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