future

Practical, privacy-first AI on Linux: four bash-friendly projects with apt/dnf/zypper installs and minimal code. Build a self-hosted log anomaly watcher (IsolationForest), an offline terminal voice assistant (Vosk + espeak-ng), AI-generated Git commit messages via Ollama, and a RAG tool to query man pages (embeddings + faiss), plus tips and a call to containerize and automate with systemd.