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Build fully local, Bash-friendly AI tools on Linux in a weekend: no cloud or API keys. The guide delivers 3–4 projects with copy-paste apt/dnf/zypper installs—audio transcription (whisper.cpp), a terminal chatbot (llama.cpp), semantic note search (sentence-transformers), and batch background removal (rembg)—plus tiny wrappers, cron/systemd automation, and hardware/versioning tips.