
ShadowPEFT Lands in Hugging Face PEFT as a Stateful Alternative to LoRA-Style Adapters
On September 15, 2026, researchers announced ShadowPEFT as a first-class method in Hugging Face’s PEFT library—a stateful shadow-network adapter with the usual get_peft_model API, available now from PEFT main ahead of the next release.



















