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OpenAI Embeddings API: Models, Dimensions, and RAG Integration (ANSWERED)

Project BasedGPTMedium14 min read

TL;DR — Quick Answer

Pick embedding model matching eval recall; use appropriate dimensions (text-embedding-3-large with reduced dims); normalize vectors; version index on model change; batch backfill; monitor drift when content updates.

The Interview Question

Deep dive OpenAI embeddings for production RAG: model choice, dimensions, normalization, and refresh strategy.

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