New Yorkers joined Amtrak employees to welcome the arrival of the railroad’s first official passenger run of its second-generation high-speed train at the Moynihan Train Hall at Penn Station Thursday.

Moving Madison Square Garden, reconstructing the train shed, tracks and platforms, and a practice called through-running — everything is on the table as Amtrak embarks on hiring a master developer and ...