Can two models assign different token counts to the same sentence?
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Yes. Vocabulary, normalization, and segmentation rules differ by tokenizer.
What must fit in the context window?
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The complete serialized request plus the output tokens reserved for generation.
What evidence closes this lesson?
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A measured result with assumptions, exact revisions, and a quality check.