Qwen

TL;DR Running Qwen 3.5 locally requires choosing between Ollama’s CLI-first approach and LM Studio’s GUI-driven workflow. Both tools serve the same GGUF model files but differ significantly in performance characteristics and operational overhead. Ollama excels at automated deployments and scripting. Install with curl -fsSL https://ollama.com/install.sh | sh, pull the model using ollama pull qwen2.5-coder:7b, and start serving on port 11434. Memory usage stays consistent across inference requests, making it predictable for containerized environments. The CLI interface integrates cleanly with shell scripts and CI/CD pipelines. ...

TL;DR Qwen3 Coder runs locally via Ollama with a single command after installing Ollama using curl -fsSL https://ollama.com/install.sh | sh. The model excels at code completion, refactoring, and multi-language support with context windows up to 32K tokens in the larger variants. Unlike general-purpose models, Qwen3 Coder is specifically trained on code repositories and technical documentation, making it competitive with DeepSeek Coder and CodeLlama for local development workflows. ...

Running Qwen2.5 Models Locally with Ollama TL;DR Qwen2.5 models from Alibaba Cloud offer exceptional bilingual performance in Chinese and English, with particular strengths in coding, mathematics, and multilingual reasoning tasks. Unlike Llama models, Qwen2.5 variants excel at code generation across multiple programming languages and demonstrate superior performance on mathematical problem-solving benchmarks. The model family ranges from the compact 0.5B parameter version suitable for edge devices to the powerful 72B parameter variant for complex reasoning tasks. ...

Running Claude-Style Coding Models Locally with Ollama TL;DR You can run Claude-quality coding models on your own hardware using Ollama and Open WebUI, keeping your code and conversations completely private. This guide walks you through deploying models like DeepSeek Coder, Qwen2.5-Coder, and CodeLlama that rival proprietary services for code generation, debugging, and refactoring tasks. ...