AI-first product thinking
Most AI roadmaps are hype with a Gantt chart attached. I pressure-test AI features against unit economics and real user jobs before a single sprint is committed — so what ships delivers business value, not a demo.
- LLM framework and MLOps integration across a live portfolio
- RAG + vector retrieval, agent frameworks, prompt engineering
- Data ethics and compliance baked in, not bolted on