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rehabilitate - To renovate or repair something, such as a building, facility, person, or environment, to make it more usable or up to current standards.

The city invested in programs to rehabilitate the old industrial district, transforming it into a vibrant area for businesses and residents.
intrigue - To arouse curiosity and interest by unusual, new, and fascinating qualities
Though Steve didn't understand much about the field of Artificial Intelligence, he was intrigued about all the talk he heard about it, and he wanted to learn more about it.