Talks
I speak at conferences and institutes about the future of product management — agentic interfaces, AI strategy, and what it means to build consumer products in an era where the interface itself is changing.

The Agentic Layer: Building Parallel Experiences for the Post-GUI Economy
A deep dive into the Dual-Path Architecture framework, Agentic Experience (AX), and how product teams should rethink interfaces as AI agents begin to act autonomously on users' behalf.

Designing Empathetic, Resource-Aware AI Agents for the Next Billion Users
How do you build AI agents for users with low bandwidth, older devices, and limited digital literacy? A framework for designing AI that serves the next billion — not just the first.

Masterclass: From People to Product — How a Non-Traditional Background is a Superpower in PM
A masterclass at the Institute of Product Leadership exploring how diverse career histories create stronger product managers and how to leverage what makes you different.

The AI Product Spec: A Hands-On Tutorial for Defining and Scoping Recommendation Systems
A practical walkthrough of how to write a product spec for a recommendation system — covering data inputs, ranking logic, business constraints, and how to measure success.
The AI Product Spec: A Hands-On Tutorial for Defining and Scoping Recommendation Systems
A practical walkthrough of how to write a product spec for a recommendation system — covering data inputs, ranking logic, business constraints, and how to measure success.
The AI Product Spec: A Hands-On Tutorial for Defining and Scoping Recommendation Systems
A practical walkthrough of how to write a product spec for a recommendation system — covering data inputs, ranking logic, business constraints, and how to measure success.
Building with AI Agents: A Google Antigravity Masterclass
A masterclass at the Institute of Product Leadership on how product managers can work effectively with AI agent frameworks — defining tasks, managing context, and designing for agentic workflows.