MiniCPM-V 4.7 35B-A3B: the first smooth on-device open-source MoE, 13 tok/s on 3GB of RAM
Model releasesRelated articles
MiniCPM-V 4.7: the 35B MoE that runs on a smartphone with 3 GB of RAM
The first open 35B MoE (3B active) that runs fluidly on a smartphone: 13+ tok/s with 3 GB of RAM on an iPhone 17 Pro Max, OCR, video and a 21.8 GB GGUF Q4_K_M for desktop. The numbers, the three techniques, the limits.
vLLM: serving models fast
vLLM is the open-source engine that turns a local model into a concurrent server: PagedAttention, continuous batching, installation and the concepts (throughput, quantization, KV cache) for choosing when to use it instead of Ollama.
Llama 3 and Llama 4: Meta's open family — which model runs on your hardware
From the 3.1 8B to the 4 Scout MoE with a 10M context: the Llama family in a table, what runs on 16, 48 and 128 GB of RAM, the Community license translated for the Italian business and the choice by budget.
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