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In modern industrial facilities, valuable operational knowledge is frequently trapped where it cannot easily be reached. Standard operating procedures (SOPs), equipment logs, troubleshooting histories, shift reports, and specialized expert insights are often scattered across isolated spreadsheets, outdated intranet sites, and physical manuals. For a factory worker standing on a noisy production floor, finding the exact