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Hands-on guide to running AI at home on a Linux box with containers: why to self-host (privacy, latency, cost, control), how to install Podman or Docker with apt/dnf/zypper, and five compose-based projects—Ollama+Open WebUI chat, PhotoPrism labeling, Frigate NVR, Home Assistant with Whisper/Piper voice, and Qdrant semantic search—plus hardware, storage, security, and update tips.