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Johnnie Ng Team Lead RSVP Approved

Project manager at NEC

Engineered the core Agentic UI feedback loop and full-stack application. Integrated the Gemini API using strict JSON schema prompting to force the LLM to decide when to invoke specific widgets. Built the frontend rendering logic (utilizing AG-UI paradigms) to dynamically display charts and interactive components based on the LLM's payload. Implemented the critical state management system that feeds user UI interactions (like button clicks within widgets) back into the LLM's context window.

Johnnie Ng is a Project Manager at NEC.