Meta’s F3 Lightning Speeds Ads ML Features to Production

Published 4 November 2026

F3 Lightning decouples feature releases from shared execution, allowing Meta’s ads ML features to be validated, deployed, and rolled back independently. Shared execution plans, memory, and dense indexing deliver roughly 3.6× faster production releases without increasing infrastructure compute costs.