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The KCNA agency said on Tuesday that Mr Kim "gave field guidance" at a newly built scientists' residential district.
Rodong Sinmun daily newspaper carried several photographs of Mr Kim using a walking stick as he inspected the site.
Although the news release was dated Tuesday, it did not specify on which day he made the visits.