{
  "version": "1.0",
  "type": "link",
  "title": "CPD-02: Step-Level LLM Routing, Frugal Cascades & Prefix KV-Caching for COO Unit Economics (Italy CPD Upskilling) | 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/italy/cpd-02",
  "description": "Open-access Continuing Professional Development (7 PDH / CPE / CPD Hrs) for professionals in Italy (Politecnico di Milano (School of Management / Gestionale), Politecnico di Torino, Alma Mater Studiorum Bologna, Sapienza Rome, University of Padova, Bocconi), 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)"
}