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/singapore/cpd-01 Open-access Continuing Professional Development (7 PDH / CPE / CPD Hrs) for professionals in Singapore (National University of Singapore (NUS Dept. of Industrial Systems Engineering & Management / IORA), Nanyang Technological University (NTU MAE/SPMS), SUTD (ESD), SMU), built on fresh 2023–2026 preprints (https://andygrove.systems/preprints): Quantify why speeding up Routine tasks without filtering bimodal AI service-time variance creates a Kingman queue explosion at human review stations, and compute congestion-dependent escalation thresholds. | 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)