{
  "version": "1.0",
  "type": "link",
  "title": "EQ-08: Human Review Stabilization & Shared Attention Capacity (Bartolucci & Vivo; Wang et al., 2026) (South Korea COO Practice) | ANDYGROVE.SYSTEMS",
  "author_name": "ANDYGROVE.SYSTEMS Continuing Professional Development & Operations Research Collective",
  "author_url": "https://andygrove.systems/education",
  "provider_name": "ANDYGROVE.SYSTEMS — High Output Operations & Fresh Preprints Upskilling Hub",
  "provider_url": "https://andygrove.systems",
  "cache_age": 86400,
  "thumbnail_url": "https://andygrove.systems/og-card.png",
  "thumbnail_width": 1200,
  "thumbnail_height": 630,
  "url": "https://andygrove.systems/south-korea/eq-08",
  "description": "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)"
}