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KV cache middleware for 1M context on 12GB VRAM. Uses K vectors as a retrieval index to fetch V on-demand from system RAM. No model modification, no retraining. Drop-in HuggingFace cache replacement.
Measured serving recipes for DeepSeek-V4.1-Flash on 4x NVIDIA DGX Spark (GB10): 1M context on vLLM (CUDA graphs, vision, tools, DSpark) and a switchless-ring SGLang TP4 lane, plus a cross-project reference table. EN + 中文.
Poolside Laguna S 2.1: Run 1M Context Locally (Tested) - Complete overview, benchmarks, local setup guides (vLLM, SGLang, llama.cpp), and test suite for Laguna S 2.1 118B MoE.
Open models extended to 1M context with YaRN and certified needle by needle: Ornith, Gemma 4 uncensored, Qwen3.6 uncensored. MTP speculative decoding grafts, vision, full test harness.
Your autonomous AI agent on Alibaba's 2.4T Qwen3.8 Max — runs tasks for days, free on your PC, ~30% cheaper API. Research, office, planning & more. Win/Mac.