Operating model · Platform standards
Enterprise AI Governance & Platform Strategy
Designed the operating model that lets generative AI scale beyond pilots: identity lifecycle and SCIM provisioning, RBAC, a ServiceNow approval workflow, usage controls, licensing and cost governance, plus the ADRs and platform standards that guide technology selection across engineering teams.
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ML platform · 100+ AWS accounts
Secure Multi-account Model Serving
Designed and implemented a secure ML and model-serving platform spanning 100+ AWS accounts. Open-source HuggingFace models are served through Amazon SageMaker with GPU-backed inference, automated model packaging pipelines and centralised governance controls — so teams keep their own accounts while security and lifecycle standards stay central.
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