{
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  "type": "link",
  "title": "CPD-02: Step-Level LLM Routing, Frugal Cascades & Prefix KV-Caching for COO Unit Economics (Poland 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/poland/cpd-02",
  "description": "Open-access Continuing Professional Development (7 PDH / CPE / CPD Hrs) for professionals in Poland (Warsaw University of Technology (PW), AGH Krakow, Wrocław University of Science and Technology (PWr), Poznań University of Technology, SGH Warsaw), 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)"
}