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Multilingual LLM GPU Capacity Planning: GPUs per Accepted Answer

Plan multilingual LLM GPU capacity in 2026 by accepted answers per replica-hour: tokenizer inflation, KV cache limits, loop and truncation checks, energy per answer, and a per-language enable, pilot or defer matrix.

November 11, 2026• 29 min read
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