I create AI systems that simplify complex workflows.

My background in urban planning shaped how I think about systems, behavior, and operational complexity. My Master's in Strategic Design and Innovation strengthened that lens by connecting research, strategy, and implementation. That combination still defines how I work today: I look at products as living systems, not isolated screens.

Today, my work sits at the intersection of enterprise workflows, CRM/ERP and cloud-based platforms, design systems, and AI-assisted decision-making — the same lens that applies whether a job description calls the role Senior UX/UI Engineer, Product Designer, or AI Workflow Engineer. I care about AI when it improves judgment, coordination, and execution inside real workflows — not when it becomes decoration. I'm especially interested in products where humans and AI can work together without losing clarity, governance, or control.

I evaluate AI automation across three maturity levels — deterministic workflow automation (L1), agentic integration (L2), and adaptive agent loops (L3) — to decide when automation should stop and human judgment should begin. At Agentic Dream, I applied that framework to Strata, shipping L2 in production where the decision surface was narrow enough to trust, and designing L3 governance patterns — including audit trails and permission scopes — held back until safe to remove human review.

If your product needs clearer decisions, safer automation, and workflows that hold up under pressure — you're in the right place.