Reddit debate: are 300 tok/s local LLM speed posts meaningless without KLD quality benchmarks?

PathfinderTactician · reddit · 2026-11-02

A Reddit user pushes back on the flood of local LLM 'speed record' posts claiming 300 tokens/s: most rely on extreme quantization (tiny REAP quants), greedy decoding, or TAILSKIP tricks that skip experts not loaded in RAM.

None of these posts include KLD benchmark data to prove output quality, and the author questions their value to the community — sparking a debate on whether speed claims should be paired with quality measurements.

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