Notes on product, AI, and design engineering.

Working notes, launch thinking, and product decisions behind the shipped work.

April 16, 2026AI in Education

AI in education breaks at the governance layer

My take on why AI in education keeps getting framed as a model problem when it is really an institutional design problem, what Khanmigo reveals about rollout reality, and why faculty education matters as much as the product itself.

April 6, 2026AI Product Strategy

What travel reveals about reliable agentic systems

My take on why travel is a useful stress test for agentic systems, why orchestration matters more than a single smart model, and where voice still fits as an experimental fallback when APIs fail.

March 25, 2026AI Product Strategy

The Expresso team has not fully brewed yet

Why I think the one-person, many-agents future is directionally real, strategically important, and still far messier in practice than the current hype cycle wants to admit.

March 18, 2026Emerging Technology

The metaverse never became normal

My take on why VR never crossed into mainstream daily behavior, why Zoom still won remote presence, and why the real long-term hope may be smart glasses rather than full headsets.

February 26, 2026AI Product Strategy

When media platforms start designing for agents

My thinking on Clawcast, AI-generated podcasts, and what media products may look like when creators are no longer only people, but autonomous agents producing and publishing content on their own.