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Google TurboQuant blew up for KV cache. Here’s TurboQuant-v3 for the actual weights you load first. Runs on consumer GPUs today.

Via r/LocalLlama
Friday, Mar 27, 2026 · 6:29PM
Summary

Google’s TurboQuant is getting all the attention for KV cache compression (6× smaller, zero loss). Cool. But the weights are still eating your VRAM. TurboQuant-v3 fixes that: • Group-wise INT4 + AWQ scaling + protected FP16 outliers + optional SVD correction • ~4× memory reduction • 2–3× speedup via

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