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  <title>Shared Prefix KV-Cache Reuse &amp; Prompt-State Throughput Engineering (Belgium) — $20–45/hr Pods | 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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  <thumbnail_url>https://andygrove.systems/og-card.png</thumbnail_url>
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  <url>https://andygrove.systems/belgium/kv-cache-prefix-reuse-throughput</url>
  <description>Remote R&amp;D pods ($20–45/hr, 10–25 hrs/wk) in Shared Prefix KV-Cache Reuse &amp; Prompt-State Throughput Engineering for Burgerlijk Ingenieur Operationeel Onderzoek, Ingénieur de Gestion &amp; Production Systems (KU Leuven, UCLouvain CORE, UGent, ULB) specialists in Belgium (KU Leuven (ORSTAT / CIB), UCLouvain (CORE — Center for Operations Research and Econometrics), Ghent University (ISyE), ULB Solvay, ULiège). Law: c_step = N_in [(1 − h_cache) p_in + h_cache p_cache] + N_out p_out. | 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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