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Dev Tools · 1h ago

Building a cross-user review graph with pgvector on Amazon Aurora

By Meridian48 News Desk · Summarised from DEV Community ·

A developer built Opinlog, a universal review app that uses pgvector on Amazon Aurora PostgreSQL to deduplicate user-submitted items via 1024-dim embeddings. The system matches differently spelled entries (e.g., "In-N-Out Double-Double" vs "in n out double double burger") using HNSW-based cosine similarity search. The project is open-source and deployed on Vercel.

Meridian48 take
The approach is clever but faces scalability challenges as the canonical catalog grows; real-world deduplication at scale would likely require more sophisticated entity resolution.
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