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Llama.cpp vs vLLM: Which Local LLM Engine Actually Scales? Jul 28, 2026 · 10:36 Llama.cpp and vLLM are two key engines for local LLMs. Llama.cpp optimizes for consumer hardware using quantization and GGUF files, while vLLM focuses on production scale with continuous batching and paged attention.

IBM Technology

Llama.cpp vs vLLM: Which Local LLM Engine Actually Scales?

Llama.cpp and vLLM are two key engines for local LLMs. Llama.cpp optimizes for consumer hardware using quantization and GGUF files, while vLLM focuses on production scale with continuous batching and paged attention.

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