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1. To persist for a long time, as of a significant issue or problem. The problems between them go deep, so I doubt they'll be reconciling any time soon.
2. sports slang In American football, for a receiver to run down the field in order to catch a long pass. Often used as as imperative. Jackson, run a slant. Williams, you go deep.