Capability is the only durable AI moat. Tooling is rented; capability compounds.
Treat AI as an organizational constraint dissolver.
The utility of AI in the SDLC stems from its capacity to dissolve long-standing engineering constraints, rather than optimize existing workflows. This redefines what constitutes a "problem" in software delivery.
Existing organizational processes often represent workarounds for historical constraints such as expensive manual testing, complex coordination overhead, or inefficient context transfer.
Questions about AI adoption reveal the inquirer's understanding of its capabilities: those focused on fitting AI into current paradigms misunderstand its disruptive potential.
True AI-driven transformation involves re-evaluating and eliminating processes that were once necessary accommodations, recognizing that the underlying constraints have disappeared.
The first question for any AI program: what long-standing constraints does this capability make obsolete?
Capability is the only durable AI moat. Tooling is rented; capability compounds.
Treat AI as an organizational constraint dissolver.
The utility of AI in the SDLC stems from its capacity to dissolve long-standing engineering constraints, rather than optimize existing workflows. This redefines what constitutes a "problem" in software delivery.
Existing organizational processes often represent workarounds for historical constraints such as expensive manual testing, complex coordination overhead, or inefficient context transfer.
Questions about AI adoption reveal the inquirer's understanding of its capabilities: those focused on fitting AI into current paradigms misunderstand its disruptive potential.
True AI-driven transformation involves re-evaluating and eliminating processes that were once necessary accommodations, recognizing that the underlying constraints have disappeared.
The first question for any AI program: what long-standing constraints does this capability make obsolete?
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.
