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/vietnam/cpd-02 Open-access Continuing Professional Development (7 PDH / CPE / CPD Hrs) for professionals in Vietnam (HCMUT — VNU-HCM (Industrial & Systems Engineering), HUST Hanoi, International University VNU-HCM (ISE), VIASM), built on fresh 2023–2026 preprints (https://andygrove.systems/preprints): Replace naive CFO flat token-price cuts with trajectory step-level routing, immutable prefix KV-caching, and confidence-calibrated cascades that cut inference bills 50–85% without collapsing First-Pass Yield (Y_FPY). | 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)