Apple's internal distributed GPU cloud pools idle Macs to run AI inference, turning a 10-hour wait into minutes for its teams.

AMD's October 1 GDDR6 price hike for AIB partners will likely push graphics card costs higher for consumers, adding to the memory supply crisis.

Microsoft's custom silicon bet intensifies as Maia 300 targets 7x token throughput and 40% better efficiency than GPUs, with production scale by 2027.

The open blueprint targets inference-heavy agent workloads, promising more agents per watt as GPU costs balloon.

Four years after the $1,499 RTX 4090 launched, Nvidia's consumer flagship is reportedly being shelved for data-center chips, and GPU pricing has never been more brutal.