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Sharp template to NInfer: -42% output tokens, same speed

This story is from 2026-08-22. It is preserved in the archive; the latest stories are on the live feed.

Sharp is u/peculiar-ragdoll 's system prompt that makes Qwen answer way more tersely without losing correctness. It's built on top of froggeric's fixed chat templates for Qwen; several fixes now in the v22.x templates (error-escalation tiers, false retry-loop kills, multi-system merging, correct to…

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  1. 2026-08-22 05:12 · r/LocalLLaMA
    Sharp template to NInfer: -42% output tokens, same speed

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