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Garbage in, garbage out” applies just as much to AI-assisted vibe coding as it does to old-fashioned software development, as I learned the hard way.

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Newelle turns your Linux GNOME desktop into a smart assistant with AI chat, voice commands, mini apps, and document search.

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