Overview & Capability
Lightweight, powerful command-line engine that lets you download and run state-of-the-art open models (Llama 3.1/4, DeepSeek, Gemma, Mistral, Qwen) locally with GPU acceleration.
Key Highlights
- Download and run models with a single terminal command: `ollama run llama3`.
- Built-in OpenAI-compatible HTTP server running on `localhost:11434`.
- Automatic GPU memory offloading and support for multimodal vision models.
Robbie's Independent Take
Verified: 2026-10-11
Excellent candidate for local execution with zero cloud lock-in. For 7B-8B parameter models, budget at least 8 GB of unified memory or VRAM (Q4_K_M quantization). For 32B-70B models, aim for 24 GB+ to maintain interactive throughput without CPU offload penalties.
Alternatives & Replaces
- Cloud inference API costs