The Next Limits on AI May Be Physical

Most conversations about the future of AI focus on hyperscalers, chips and increasingly capable models. For Michael Ferrari, chief AI officer at Moby, this overlooks a critical part of the equation: the physical infrastructure needed to sustain AI’s growth. Speaking at Cypher 2026, Ferrari said the technology depends on an end-to-end value chain rooted in the physical world.