Capability is the only durable AI moat. Tooling is rented; capability compounds.
Executives must engage with AI tooling to lead transformation.
AI integration is not a discrete use case but a fundamental shift across the entire Software Development Life Cycle. Its application spans all phases, from requirements to deployment.
Existing organizational frameworks and methodologies are not prescriptive for agent-driven development; understanding emerges through direct, hands-on engagement with the tools.
Intuition developed under previous paradigms of software development becomes a liability in an AI-infused SDLC; it must be updated through practical experience, not theoretical study.
The shift in development paradigm alters the nature of work, moving from direct code generation to knowledge curation and specification refinement, requiring new measurement systems.
The first question for any AI program: who in this organization is building with it, and what are they learning?
Capability is the only durable AI moat. Tooling is rented; capability compounds.
Executives must engage with AI tooling to lead transformation.
AI integration is not a discrete use case but a fundamental shift across the entire Software Development Life Cycle. Its application spans all phases, from requirements to deployment.
Existing organizational frameworks and methodologies are not prescriptive for agent-driven development; understanding emerges through direct, hands-on engagement with the tools.
Intuition developed under previous paradigms of software development becomes a liability in an AI-infused SDLC; it must be updated through practical experience, not theoretical study.
The shift in development paradigm alters the nature of work, moving from direct code generation to knowledge curation and specification refinement, requiring new measurement systems.
The first question for any AI program: who in this organization is building with it, and what are they learning?
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.
