Meta Platforms Inc. boosted its capital spending outlook and announced plans for a new class of nonvoting stock, escalating its already-stratospheric bet on artificial intelligence.

At a Meta Platforms Inc. board retreat last December, Chief Executive Officer Mark Zuckerberg asked Dina Powell McCormick to take a walk with him around his sprawling Kauai compound, known as Koolau Ranch.