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Build a terminal-native AI assistant with Bash, curl, and jq that chats via cloud APIs or local models (Ollama), logs conversations, enriches answers with ripgrep project context, and proposes commands you confirm before running. The guide covers Linux installs, ready-to-use scripts, examples, and troubleshooting so you can integrate secure, fast AI into everyday shell workflows.