About
I write about operations leadership, technology, and AI for people responsible for helping human-centered organizations do their work well.
I am interested in what becomes possible when AI expands our capacity, and in the care leaders need to bring to the choices that follow. Organizations still depend on trust, judgment, relationships, culture, mission, and long-term sustainability. Those qualities should shape how leaders use new tools.
The questions behind the work
Most of the writing on this site starts with a practical operating problem: a decision that has to be made, a system that has to work, a team that needs shared understanding, or a new tool that changes what feels possible.
AI is often the lens. The deeper question is how organizations can become more capable while remaining thoughtful, effective, and human-centered.
Where can AI return time or expand capacity?
What role is AI playing in the work?
How should AI initiatives connect to organizational priorities?
Where do judgment, context, and human learning need to remain close to the work?
My own background is in education and nonprofits, but these questions reach beyond any one sector. This site is for leaders and operators responsible for making good decisions with others.
My lens on the work
I tend to see organizations through an operations lens.
Operations turns ideas into reality. It is where strategy meets capacity, values meet process, and good intentions become durable systems or fall apart.
Technology earns its place when it improves meaningful work. Systems should support people. Execution belongs inside strategy because the choices made during implementation shape the outcome.
Execution is strategy made visible.
My background
My career began as a high school English teacher. Since then, I have spent nearly two decades in education and nonprofit leadership, with responsibility across organizational strategy, operations, program management, systems design, enterprise planning, technology infrastructure, CRM and Salesforce leadership, contracting, risk, and business operations.
I did not come to AI through engineering or computer science. I came to it through responsibility.
I needed to understand the work, improve the systems, make decisions, and think through the consequences. Many leaders meet AI from that same position. They are trying to steward organizations well while the tools and choices change around them.
Why I’m writing
For most of my career, the traditional domains of operations had a long history behind them. Strategy, staffing, governance, change management, risk, and organizational decision-making came with established practices and experienced leaders from whom I could learn.
Generative AI has changed the conditions around that work. Its capabilities are moving fast, access has widened, and operators are making consequential choices while the practice is still taking shape.
I am using this site to learn in public and document what I find. Some pieces are essays. Others are working frameworks or practical tools. All of them begin with questions I encounter in the work and believe other leaders are encountering too.
I am writing in the hope that leaders do not have to work through these questions alone. I want the site to serve as a useful thinking partner when you are making choices up close, with real people and real consequences in view.
Choose where to begin
Foundational Ideas
A connected path through the central questions behind the writing.
Explore Foundational Ideas