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\section{Related Work}
\textbf{Decentralized Storage}: \IPFS{}~\cite{benet2014ipfs}, Filecoin~\cite{protocol2017filecoin}, Arweave~\cite{williams2019arweave} provide content-addressable storage but lack semantic indexing.
\textbf{Vector Databases}: Pinecone, Weaviate, Milvus optimize for similarity search but lack cryptographic verification.
\textbf{Blockchain + ML}: Federated learning on blockchain~\cite{kurtulmus2018trustless} focuses on model training, not knowledge sharing.
\textbf{Knowledge Graphs}: Traditional KGs (Freebase, Wikidata) store factual triples, not procedural reasoning patterns.