Metrics design and observability instrumentation for AI systems, Operating or evaluating ML LLM systems in production, Leading technical teams, Software ML quality, LLM agent evaluation methods, Understanding of RAG SQL agents

, Operational Resilience Planning, Project Management, Workplace Fit-out Delivery, MEP Systems and Infrastructure, Stakeholder Management, Procurement Management, Contract Administration

Corporate governance requirements, Commercial acumen, Stakeholder Management, BizFile, Corporate secretarial best practices, ICSA CGI qualification or equivalent professional qualification, Cas, CSP regulatory requirements, e-Stamping, Strong knowledge of the Singapore Companies Act, Compliance mindset, Microsoft Office Applications, Risk management