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- Add continual learning section: SuRe, OPLoRA, OPCM, Youtu-Agent - Add BitDelta multi-variant delta compression methodology - Add K-Merge on-device adapter management - Update GGUF table with IQ-quants (IQ2-IQ4) + importance matrix - Update research priorities with Drop-Upcycling, MonoSoup, GT-QLoRA - Add bibliography with 11 key 2024-2026 arXiv references - Replace LLM.md AI slop with clean reference document