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The step that splits raw text into the units a language model actually consumes. Modern tokenizers use byte-pair encoding or similar subword schemes, which means a single English word can be one token or several. Token count drives cost, latency, and context-window math, so the choice of tokenizer matters.
Inference cost and context-length budgets are denominated in tokens. AI engineers, AI product managers, and AI evaluation specialists all need fluency with tokenization to reason about price and behavior.
The step that splits raw text into the units a language model actually consumes. Modern tokenizers use byte-pair encoding or similar subword schemes, which means a single English word can be one token or several. Token count drives cost, latency, and context-window math, so the choice of tokenizer matters.
Inference cost and context-length budgets are denominated in tokens. AI engineers, AI product managers, and AI evaluation specialists all need fluency with tokenization to reason about price and behavior.
Definitions are original explanations written for career development purposes. For authoritative technical definitions, refer to NIST, ISO, or the relevant standards body.
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