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Pirate Face is a decentralized peer-to-peer infrastructure that mirrors open AI models from Hugging Face as torrents to ensure permanence and censorship resistance, with checksum verification for integrity.
Moir is a method that improves cross-domain knowledge editing in LLMs by aligning the preservation distribution with the model's own decoding distribution, avoiding reliance on external corpora. It consistently preserves complex capabilities like mathematical reasoning across multiple models and editors.