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Fast judgment models enable searching across media without requiring pre-tagged metadata or keywords. Developers are using Jev to auto-classify real estate listings, clip long video files by subtopics, map website internal links, and filter out online content slop in real time. These operations execute drastically faster and cheaper compared to running traditional frontier language models over entire documents.