1.0 link ANDYGROVE.SYSTEMS Continuing Professional Development & Operations Research Collective https://andygrove.systems/education ANDYGROVE.SYSTEMS — High Output Operations & Fresh Preprints Upskilling Hub https://andygrove.systems 86400 https://andygrove.systems/og-card.png 1200 630 https://andygrove.systems/south-korea/eq-08 EQ-08 (Human Review Stabilization & Shared Attention Capacity (Bartolucci & Vivo; Wang et al., 2026)) applied by IE/OR specialists in South Korea: t_rev + p_err · t_fix < t_manual, α_AI > α_crit, and λ_esc + λ_clarify < N_H · r_H. Agents speed up a workflow only if review + error-repair time beats manual execution, AI-eligible task share exceeds α_crit, and combined escalation + clarification arrivals stay strictly below human capacity N_H r_H. | Fresh Preprints: https://andygrove.systems/preprints | 42-Hr CPD Hub: https://andygrove.systems/education (Independent platform; not affiliated with Intel Corporation or the Grove family)