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  <title>CPD-05: Human-LLM-OR Complementarity, Test-Time Compute &amp; Deterministic Solver Guards (Latin America (LATAM) CPD Upskilling) | ANDYGROVE.SYSTEMS</title>
  <author_name>ANDYGROVE.SYSTEMS Continuing Professional Development &amp; Operations Research Collective</author_name>
  <author_url>https://andygrove.systems/education</author_url>
  <provider_name>ANDYGROVE.SYSTEMS — High Output Operations &amp; Fresh Preprints Upskilling Hub</provider_name>
  <provider_url>https://andygrove.systems</provider_url>
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  <url>https://andygrove.systems/latam/cpd-05</url>
  <description>Open-access Continuing Professional Development (7 PDH / CPE / CPD Hrs) for professionals in Latin America (LATAM) (USP (Poli — Engenharia de Produção), UNICAMP, UFRJ (COPPE Produção), PUC-Rio, Tecnológico de Monterrey, UNAM, Universidad de Chile (DII), UC Chile, UniAndes (Ingeniería Industrial), ITBA), built on fresh 2023–2026 preprints (https://andygrove.systems/preprints): Partition unstructured regime translation (LLMs), exact constrained optimization (MIP/LP solvers), and strategic exception sign-off (humans) while allocating test-time verifier compute strictly to tail difficulty. | 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)</description>
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