As organisations accelerate AI adoption, a critical question emerges: what AI skills truly matter and where should businesses invest?
This whitepaper cuts through the noise, shifting the conversation from generic skill labels to a practical, role-based framework grounded in how work is actually evolving. Drawing on insights from technology leaders and real-world software development trends, it highlights a fundamental truth: AI does not replace technical expertise, it amplifies it.
The future of work isn’t about using more AI tools, it’s about building deeper engineering capability, stronger problem framing, and the ability to orchestrate AI systems effectively.