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A pipeline shares pre-tokenized integer arrays between three Qwen2.5-Coder agents via /dev/shm, cutting time-to-first-token by 28-37.8%. A full vocabulary equality check prevents fluent but wrong outputs. The approach uses Google's OKF skeleton with an added token_pointer field.
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