kapynInfrastructure

GEM Training: How Meta Doubled the Efficiency of Its LLM-Scale Ads Foundation Model

Meta doubles training efficiency for its LLM-scale advertising foundation model. The engineering team achieved a 20 to 25 percent Model FLOPs Utilization while scaling training compute fourfold across thousands of latest-generation GPUs. These scaling techniques provide actionable infrastructure blueprints for developers building large-scale distributed transformer systems.

Meta Engineering·Aug 3, 2026

Opening Kapyn…