Your Transformation Org Just Got a Fifteen-Year Service Award. Now You Want to Repeat That Pattern with AI?
Your Agile Transformation VP just got a 15-year service award. The org still cannot release without a CAB meeting. Now you are building an AI team with the same playbook. You know how this ends.
Investment in transformational capabilities follows known patterns of organizational resistance and adoption.
## Distribute capability; centralize governance.
The proliferation of emergent capabilities depends on widespread access to tools, not gatekept access to specialists. Centralized expertise functions as a bottleneck when the capability must infuse daily work.
Governance for new capabilities must be implemented as infrastructure and automated controls, not through advisory committees or review boards. Effective governance enables safe distribution, rather than restricting access.
Successful adoption of new engineering practices requires protected time for experimentation and learning at the team level, rather than reliance on dedicated enablement teams.
Core organizational capabilities cannot be outsourced to specialized teams. They must be taught and integrated into the workflow of every practitioner to achieve pervasive impact.
The question for every leader is whether they are investing in the capability or merely auditing its arrival.
Investment in transformational capabilities follows known patterns of organizational resistance and adoption.
## Distribute capability; centralize governance.
The proliferation of emergent capabilities depends on widespread access to tools, not gatekept access to specialists. Centralized expertise functions as a bottleneck when the capability must infuse daily work.
Governance for new capabilities must be implemented as infrastructure and automated controls, not through advisory committees or review boards. Effective governance enables safe distribution, rather than restricting access.
Successful adoption of new engineering practices requires protected time for experimentation and learning at the team level, rather than reliance on dedicated enablement teams.
Core organizational capabilities cannot be outsourced to specialized teams. They must be taught and integrated into the workflow of every practitioner to achieve pervasive impact.
The question for every leader is whether they are investing in the capability or merely auditing its arrival.
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.
