vLLM vs. Ollama vs. llama.cpp: The Definitive LLM Inference Engine Guide

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llama.cpp vs Ollama: Ollama wraps llama.cpp for convenience, raw llama.cpp wins on speed and control. Benchmarks, GPU offload flags, and when each wins.

LlamaIndex 发布教程，讲解如何用 Ollama 在本地运行 Mixtral 8x7b 并结合 LlamaIndex 使用。Mixtral 是 Mistral AI 发布的八专家混合模型，各含 7B 参数，博客称其在多项基准上匹敌或超过 GPT-3.5 和 Llama2 70b。

OpenBMB 转发 @fahdmirza 对 MiniCPM-V 4.7 1B 的动手实测视频。该 10 亿参数视觉模型可在手机上运行，实测者用 llama.cpp 和 Ollama 安装 GGUF，完成了照片读模拟时钟、时钟图生成可用 HTML、解二次方程、数十种语言手写翻译及肢体语言场景识别等任务，视频同时呈现了成功与失败结果。

(alt: SellCraft AI — a fully local Etsy/eBay listing writer with Gemma 4 and Ollama) This is a...

ScopeLock is a local-first RFQ and proposal scoper for freelancers. It runs Gemma locally via Ollama, grounds every requirement in verbatim quotes, does pricing in deterministic code, and proves zero content egress.

BahiPilot: The Local-First AI Back Office for Bharat's Wholesalers This is a submission...

Run open-weight LLMs on EU servers and remove the hardest GDPR questions. A working Docker + Ollama setup plus a 10-point compliance checklist for developers.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...

Battle-tested comparison of Magnitude's auto-tuning kernel approach against Ollama's static compilation for on-device LLM inference across M2, RTX 4090, and CPU.