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Local Models

Source
cline.bot
Author
Cline evaluation and engineering blog
Date
Why it matters

Describes a working offline stack: Qwen3 Coder 30B with 256k and a prompt about a tenth the length for local models. Useful if you need privacy or zero API cost.

Terms in this piece · Glossary
  • quantization — Shrinking a model by storing its numbers less precisely — like rounding — so it runs faster and fits on smaller hardware, at a small quality cost.
  • system prompt — The standing instructions a model receives before any user input — defining its role, rules, tools, and tone for the whole conversation.
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
  • context window — The maximum amount of text a model can consider at once — its working memory for the current conversation or task.
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