I would guess that US intelligence on DPRK, especially from satellite surveillance, is comprehensive.  And if there was any issue of true concern, the US would have surgically eliminated the threat.  Though the US could likely take out Kim or missile facilities easily, making sure that a perceived fear exists does have its financial rewards.  Fear of the DPRK unknown is good for gaining more funding for the US military industrial complex.