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/oceania/cpd-01 Open-access Continuing Professional Development (7 PDH / CPE / CPD Hrs) for professionals in Australia & Oceania (University of Auckland (Engineering Science), UNSW, University of Melbourne, Monash, University of Sydney), 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)