Solution Delivery: Work with internal customers to understand business problems, shape feasible AI solution options, validate value through prototypes, and deliver solutions into productive use.
Own the agentic-evaluation engine. Build the capability that scores agents on the metrics that matter - intent resolution, tool-selection and parameterisation accuracy, task adherence, planning quality, tool-call ordering, response completeness against a reference, and when an agent should defer to a human.
Lead Product Bring-Up: Lead new products from R&D into mass production. Work closely with cross-functional teams to improve product yield, lower manufacturing costs, and ensure customer satisfaction.
Design, build, deploy, and operate production-grade full-stack applications, working across React and TypeScript frontends, Python (FastAPI/Django) backend services, SQL databases, APIs, authentication, and system integrations.
AI & Production Deployment: Development, implementation, and transition of AI-based solutions into production use within industrial manufacturing environments
Own the Singapore compliance strategy and risk-based framework, set its direction against the entity's licence conditions, risk profile and growth plans.