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Dev Tools · 2h ago

Vector Databases: Deep Indexing and Token Economics Explained

By Meridian48 News Desk · Summarised from DEV Community ·

This tutorial covers where embeddings are stored, how indexing methods like IVF and HNSW speed up search, and how product quantization reduces memory. It also discusses metadata indexing and token economics to avoid duplicate costs. The guide uses pgvector as a practical example for building scalable vector search systems.

Meridian48 take
A thorough primer on vector database internals, but the real value is in the token economics section that most tutorials skip.
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