Llama 3.1 8B local setup guide.
General local model that can handle light coding but is not coding-specialized. Architecture: Llama transformer. Best for: general local chat; light coding explanations. Avoid if: you need coding-specific model behavior; you need agentic code execution quality. Cloud fallback: Use coding-specific local models for software engineering tasks. Hardware requirements start at 8GB RAM and 6GB VRAM, with 12GB RAM and 8GB VRAM recommended. Quant recommendations include Q4_K_M on Ollama. Runtime notes: Ollama: Works on macOS, Windows, and Linux; GPU acceleration depends on local driver support.. Setup commands: Ollama: ollama pull llama3.1:8b. Check this model on my machine at /calculator?task=coding_assistant&runtime=ollama&os=macos&ramGb=16&gpuTier=mid&unifiedMemory=1&model=llama3.1%3A8b, Save model profile, or Generate free model report after login.