Professional Overview
AI Product Manager with 3+ years of ToB experience in regulated enterprise environments. I led a provincial-level AI inspection platform from technical validation to multi-unit deployment, designing a dual-track architecture that combines rule engines with LLMs. My work includes multi-agent parallel evaluation, RAG-based evidence injection, and confidence-based human-in-the-loop review. I have hands-on experience with Python, RAG pipelines, AI agent workflows, and prompt engineering. I excel at translating complex business constraints into scalable AI product decisions and evaluating model outputs against real-world enterprise scenarios.
Areas of Expertise
AI Product & Strategy
Translate AI capabilities into product roadmaps, define success metrics, and drive adoption across engineering and business teams.
NLP & Prompt Engineering
Build natural language processing systems, fine-tune large language models, and craft reliable production prompts for AI-powered products.
Automation & AI Workflows
Build intelligent automation pipelines, integrate AI APIs into existing tools, and replace manual workflows with agentic AI systems.