Product Thinking & Approach

What I Work On

I work on products where AI is part of the workflow, not the headline.

My focus is on tools for creators and technical users — systems where clarity, trust, and expressive control matter more than novelty.

How I Approach AI-First Products

• Start from workflow, not model capability
• Treat AI as a collaborator, not an oracle
• Design for reversibility and inspection
• Preserve human intent and authorship
• Favor explainable systems over impressive but opaque ones

Design × Engineering

I’m comfortable moving between design, engineering, and product architecture.

I often prototype systems directly to understand constraints, then shape interfaces that reflect how the system actually behaves — not how we wish it behaved.

Where I Add the Most Value

• Early-stage product definition
• Translating complex systems into usable tools
• Close collaboration with engineers and researchers
• Refining workflows through iteration, not decks
• Raising the craft bar without slowing velocity