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Title-lookalike matching collapses a multi-hat career into whichever single job-title box sounds closest, then searches only inside that box. /setup Section 9 now asks about the function before collecting search titles, search-queries.md says to organize priority categories by function with title variants under each, and 04-job-evaluation.md's Experience dimension matches on the function and nature of work performed (framework_version 1.2.2 -> 1.2.3). From discussion #327's field report and calibration example.