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Local Models

1 deep dive tagged Local Models — real systems, real numbers, no hand-waving.

Local Models vs Frontier APIs: An Honest Accounting

June 24, 2026 · 11 min read

What it actually takes to run LLMs on your own hardware, why memory bandwidth is the real bottleneck, and when the economics flip in favor of the API.

  • llms
  • local-models
  • inference

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Shawn Ng

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