Sabit Shaikholla
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Content Atlas

Every dot is a paragraph, positioned by semantic similarity and colored by skill area. Search embeds your query in your own browser — nothing is sent to a server.
Paragraphs are chunked at build time, embedded with a sentence-transformer, and projected to 2D with UMAP. Search loads the same model into your browser via transformers.js and ranks chunks by cosine similarity — a fully client-side retrieval pipeline.
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