AI Agents in Action
Transforming Systems Engineering, Product Management, and Cybersecurity Through Five Strategic Imperatives
As AI-enabled cyber-physical systems become central to mission execution, the pace of required adaptation has outstripped the capacity of traditional development approaches. In this paper, Dr. Suzette Johnson and Dr. Robin Yeman argue that organizations must stop treating AI as a conventional software tool and begin recognizing it as a cybernetic partner—one that perceives, adapts, and responds through continuous feedback. The gap between technological capability and organizational readiness, they contend, is now the most significant risk facing modern enterprises.
To close that gap, Johnson and Yeman present five integrated strategic imperatives: workforce transformation and AI fluency, sociotechnical integration into the operating model, risk management for autonomous physical assets, organizational preparedness through human readiness levels, and competitive advantage through governed human-machine interaction. Together, these imperatives provide a practical roadmap for moving beyond isolated AI pilots toward resilient, enterprise-scale deployment.
This paper is part of the Spring 2026 Enterprise Technology Leadership Journal, a collection of guidance papers from IT Revolution authors and past presenters at the Enterprise Technology Leadership Summit.
- Pages
- 26
- Publication Date
- May 18, 2026
- Topics
- AI · Software Delivery & Architecture
- Formats
- epub · pdf
- License
- Creative Commons BY-NC-SA