Shipping a Trillion Parameters With a Hub Bucket: Delta Weight Sync in TRL
Hugging Face's TRL library introduces delta weight sync, transmitting only the ~1-2% of weights that change between RL steps, reducing sync overhead by two orders of magnitude and making trillion-parameter async RL training dramatically cheaper.
Hugging Face Blog · May 27, 2026