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Build powerful, private, offline AI tools on Linux without cloud or APIs. This hands-on guide gives cross-distro setup and four Bash-friendly projects: a llama.cpp terminal copilot, whisper.cpp dictation, semantic "grep" with embeddings, and LLM-powered log summaries. Includes copy-paste commands, performance/security tips, and next steps to scale models or add GPU.