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#token counting

Tokenization Explained: Why Token Limits Matter and How to Work Within Them
Learning Lab

Tokenization Explained: Why Token Limits Matter and How to Work Within Them

Tokens are not words, and they're counted differently by every model. Learn exactly how tokenization works, where limits break in production, and concrete techniques to stay under budget without sacrificing quality.

· 5 min read
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Context Window Management: Fitting Long Documents Into LLMs
Learning Lab

Context Window Management: Fitting Long Documents Into LLMs

Context window limits break production systems more often than bad prompts do. Learn token counting, extraction-first strategies, and hierarchical summarization to handle long documents and conversations without losing information or exceeding model limits.

· 5 min read
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Tokens: Why They Cost Money and How to Count Them
Learning Lab

Tokens: Why They Cost Money and How to Count Them

Tokens are the unit LLMs use to process language, but they don't map to words or characters. This guide explains what tokens are, why context windows matter, how to measure them accurately, and practical techniques to stay efficient under constraints.

· 9 min read
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