Meta's F3 Lightning decouples ads ML feature releases from shared execution, so features compile, validate, deploy, and roll back independently. It preserves efficiency with stable IDs, one execution plan, a shared memory buffer, and dense indexing; comparable features reach production 3.6x faster without added compute cost.