The 8GB VRAM Breakthrough: How PagedAttention and Dynamic KV-Cache Quantization Unlock 64k Context on Consumer GPUs
The 8GB VRAM Breakthrough: How PagedAttention and Dynamic KV-Cache Quantization Unlock 64k Context on Consumer GPUs Why spilling even 100 MB to system RAM destroys local LLM throughput by 90%, and how virtualized block tables, asymmetric INT4/FP8 KV-cache quantization, and speculative decoding fit…
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- 2026-11-13 02:26 · DEV Community — AI
The 8GB VRAM Breakthrough: How PagedAttention and Dynamic KV-Cache Quantization Unlock 64k Context on Consumer GPUs