Don't worry, Commander; this building has not disappeared! It has been merged with the Officer Camp and replaced with the Project Spyder building.
All you have to do is click on the officer camp and choose the "Explore the officer" icon.
You can get your officers back (if you had previously sent them), and you can also send them at any time to continue exploring in a natural way without changing.