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Hands-on guide to run AI privately on your home lab: launch a local LLM API (Ollama or llama.cpp), build an offline voice assistant (Vosk STT + espeak TTS), detect SSH log anomalies with IsolationForest, and add private RAG search (sentence-transformers + Chroma). Provides apt/dnf/zypper commands, Bash/Python snippets, and ops tips for hardware, services, storage, and security.