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TIP KV cache quantization without any fork recommended, 2026 : upstream llama.cpp/Ollama now cover this natively — use ctk q8 0 ctv q8 0 ~half KV memory, negligible quality loss: perplexity +0.002–0.05 or ctk q4 0 ctv q4 0 ~quarter memory, ≈7.6% perplexity increase . In Ollama: …
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