Founder & CEO, Xobin
Researching the science of skills, human potential, and AI to build infrastructure for talent decisions.
HRD America
14 Sep 2026
The real question hiring teams should be asking"The question hiring teams should ask isn't whether AI can do a task; for most tasks now, some version of it can. It's which parts a candidate must do independently, and which they need to direct and check."
Forbes
29 Jun 2026
By Guruprakash Sivabalan
As AI Reshapes Work, What Will Make You Increasingly Relevant?"The future of work will not belong only to the most intelligent people — it will increasingly belong to the most emotionally adaptive."
Xobin
2026 Mid-Year Edition
72% of skill groups assessed in the 2024 hiring framework were fully or partially delegable to AI under at least one tested model — across 683 skill groups and 113 leadership scorecards from 92 employers.
Human vs AI Skills Report: 2026 Mid-Year Edition