The Local vLLM Speculative Decoding Blueprint: How I Quadrupled DeepSeek-R1 Inference to 48 Tokens/Sec on Consumer GPUs with...

Running state-of-the-art open reasoning models like DeepSeek-R1 (14B, 32B, and distilled variants) on local consumer hardware often feels painfully sluggish. Standard autoregressive generation in fram