FundamentalsLetter E1 min read

What is Embedding?

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In plain English

Numerical vector representations that capture semantic meaning of text or data.

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Embeddings let systems compare similarity, cluster content, and retrieve knowledge efficiently. They are foundational to RAG, recommendations, and agent routing.

AshnaAI vectorizes uploaded files so agents can query private knowledge with low setup overhead.

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RAG done right: ingestion and chunking

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