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Guide for full stack devs and sysadmins to enhance spell checking by combining Bash with AI APIs. Covers environment setup (curl, wget, jq), a curl-based script calling a SpellCheckAI endpoint, and best practices: securing API keys, handling rate limits, locale support, and IDE/Git/CI integration. Suggests automation in pipelines and building custom models.