Responsible AI
Why AI Transformation Needs a Human Intelligence Layer
Organizations can measure AI adoption but often cannot determine whether AI is improving the work. This article introduces the Human Intelligence Layer: infrastructure connecting people, evidence, workflows, and outcomes so organizations and AI can continuously learn and transform together.
We’re Scaling Artificial Intelligence Faster Than We’re Scaling Human Agency. That’s the Risk.
AI capabilities and the energy systems supporting them are scaling at unprecedented speed, while people remain represented by static resumes, job titles, and outdated credentials. This article explains why human agency must become scalable infrastructure—and why leaders must invest in people and AI with equal seriousness.