Writing

Writing & Talks

Practical perspectives on AI strategy, adoption, and governance from real work across nonprofit, government, and enterprise teams.

The More We Use AI, The More We Trust It

A flight to Paris, a mediocre dim sum recommendation, and the growing trust people place in AI systems like ChatGPT.
AI is Not a Bubble (Probably)

AI may feel overhyped, but real adoption is already happening. A personal story about early 'just walk out' stores explains why this moment is different.
The Basics of MCP, Without the Technical Overhead

MCP helps AI move from generic answers to grounded, context-aware recommendations by connecting models to the systems where real work happens.
AI Will Create Jobs. The Missing Layer Is Human Knowledge

AI will disrupt the workforce, but it will also create entirely new roles. The highest value layer will be real-time human knowledge integrated directly into AI systems.
WebMCP May Be the Missing Link Between AI and the Web

WebMCP introduces a new way for AI agents to take action on websites. It could reshape how nonprofits, governments, and digital services actually convert intent into outcomes.