Homelab AI Dev Platform: Building Your Own AI Infrastructure

A blog post by rsgm.dev details how to set up a homelab AI development platform using affordable hardware like used NVIDIA GPUs, AMD GPUs, or Apple Silicon Macs. The author describes using Docker, Kubernetes, and tools like Ollama, vLLM, and Hugging Face to run models like Llama 3 and Mistral locally. They emphasize privacy, cost savings, and learning opportunities. The platform supports fine-tuning, inference, and multi-model orchestration. The post provides step-by-step instructions and benchmarks, noting that a single mid-range GPU (e.g., RTX 4090) can handle most open-source models. This approach enables AI development without cloud dependency.