Leads Maxis's enterprise Data Warehouse and AI infrastructure end to end: architecting an ML-ready data ecosystem (feature stores, vector databases, LLM/MCP environments), enforcing data governance and security, and running CI/CD, LLMOps, observability and FinOps, while mentoring a team of DevOps, DataOps and MLOps engineers in Kuala Lumpur.
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