The cobbler paradox: why HR is the worst-equipped function for AI
The HR function advises every other department on AI transformation but rarely uses AI for its own processes. Anatomy of a costly paradox.
New book
What AI reveals about your talents, and what your skills conceal
Nobody has accounted for the cost of human latency.
Five lenses to decide, allocate, measure.
Reading human potential in six observable layers, beyond the skills list.
Learn moreMeasuring ramp-up duration as a first-rank budget metric.
Learn moreThree postures to deploy AI in HR depending on risk, maturity and horizon.
Learn moreAnticipate an employee's likely internal moves over an 18 to 36-month horizon.
Learn morePay for the speed of acquiring new skills, not the stock held.
Learn more15
Chapters
5
Operational frameworks
10
Tools in the operational guide
1
Languages published
12
Conferences delivered
Read the preface and chapter 1
Receive the PDF by email. No spam, one-click unsubscribe.
The HR function advises every other department on AI transformation but rarely uses AI for its own processes. Anatomy of a costly paradox.
Variable bonus grids reward the achievement of annual objectives. They ignore learning speed. Why this omission becomes a problem — and how to fix it.
Three zones, three risk regimes, three cadences. The operational grid to decide, process by process, where AI can enter the HR function — and where it must not.
The Potential Stack gave me a shared language with my executive committee for talking about potential without falling back into the skills debate. It is the tool I was missing to defend my budget trade-offs.
For the first time, an HR book speaks about human capital in language a CFO can sign off on. Time-to-Skill belongs in every AI investment review.
The Fortress / Front Line / Laboratory triptych clarified in one meeting what eighteen months of AI committees had failed to resolve. We redrew our roadmap in two weeks.
Required reading for any product team that claims to sell a skills graph in 2026. The book reframes what HR buyers will expect from us in eighteen months.