Tokens, Embeddings, and Semantic Similarity

Tokenization determines your API bill. Embedding quality determines RAG performance. Both require backend-style discipline: versioning, monitoring, and treating silent failures as first-class production bugs. You cannot build a reliable RAG system without understanding these primitives.

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