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Add fast cached decoding path; unify generate_step

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Performance optimizations #2594

Add fast cached decoding path; unify generate_step
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Google CLA / cla/google succeeded Feb 12, 2026 in 7s

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The following contributors were found for this pull request:

1dfe107 Author: @pctablet505 <hel*****ul​@google.com>, <pct******05​@gmail.com>

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