8 papers
Beyond headcount and human capital: The Effective Cognitive Population as a decomposable capacity unit for AI-era planning
Kwan Soo Shin
National planning counts population, human capital, and artificial-intelligence preparedness in separate ledgers. Demographic accounting has advanced from headcount to skills-adjus…
After the Euclidean Highway: Hyperbolic Expert AI as the Next Innovation
Kwan Soo Shin, In Seok Kang, Munho Lee
Expert domains are trees; the Euclidean transformer is not, diluting parent-child structure exponentially at depth. The hyperbolic turn left one question unasked: not how much of a…
Exposure is not manifestation: measurement target and output resolution jointly determine which behavioural-faithfulness evaluator wins
Kwan Soo Shin, In Seok Kang, Yunkyung Min +1
Behavioural auditing asks whether a language model behaves as it claims, but detection scores are reported without separating two targets: whether a reply was produced under a beha…
The inattentional gap in task conditioned AI models that omit otherwise reportable safety critical signals
Kwan Soo Shin, In Seok Kang, Yunkyung Min +2
AI in radiology and other safety-critical workflows is evaluated on the hazards it is told to find, yet harm arises disproportionately from hazards no one specified. We show that c…
What Capital After Labor? Forecasting the Talent ROI Transition in the Human-AI Era
Kwan Soo Shin, In Seok Kang
AI augmentation breaks the accounting link between labor time and productive contribution, yet firms continue to evaluate talent through time-based overhead bundles. This paper dev…
Forecasting AI-Era Productivity: The Intellectually Converged Human Framework and a Missing Cognitive Mediator in Production Function Theory
Kwan Soo Shin, In Seok Kang
Why does massive AI investment fail to generate commensurate productivity gains? We argue the paradox is theoretically generated: prevailing production function frameworks encounte…