Capability is the only durable AI moat. Tooling is rented; capability compounds.
Prioritize capability investment over enablement programs.
The highest-performing engineers provide the greatest return on investment when deployed against complex, high-value technical problems, not against organizational enablement.
Confusing individual technical excellence with organizational leadership responsibility often results in underutilized capability and diminished motivation for the most skilled contributors.
True capability uplift in a discipline like AI emerges more effectively from demonstration through practical application and visible results than from formal training programs alone.
Motivation to adopt new practices is often a prerequisite for effective training; it cannot be solely generated by technical champions.
The first question for any AI program: what does this organization measure, and what does the measurement reward?
Capability is the only durable AI moat. Tooling is rented; capability compounds.
Prioritize capability investment over enablement programs.
The highest-performing engineers provide the greatest return on investment when deployed against complex, high-value technical problems, not against organizational enablement.
Confusing individual technical excellence with organizational leadership responsibility often results in underutilized capability and diminished motivation for the most skilled contributors.
True capability uplift in a discipline like AI emerges more effectively from demonstration through practical application and visible results than from formal training programs alone.
Motivation to adopt new practices is often a prerequisite for effective training; it cannot be solely generated by technical champions.
The first question for any AI program: what does this organization measure, and what does the measurement reward?
After 20 years in software development, Norman is both a hands-on leader and defining the new age of AI SDLC for some of the biggest brands in the world — and exploring it with the builders. He writes here about things he is hearing and seeing. All posts are his personal points of view and do not reflect any employer or any customer he has ever had contact with.
The views and opinions expressed in this article are the author’s own and do not represent the positions of any employer, client, or affiliated organization.
