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Laravel Forge

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21:09
2026-07-16
dev.to
artificial-intelligence

RAG in Laravel: Embeddings and pgvector for a Knowledge-Base Bot

A developer built a retrieval-augmented generation (RAG) chatbot in Laravel 11 using PostgreSQL and pgvector, storing document embeddings locally instead of relying on a vector-database SaaS. The pipe…

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Laravel 1 PostgreSQL 1 pgvector 1 OpenAI 1 Supabase 1 Neon 1
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artificial intelligence 1 large language models 1 developer tools 1 ai tools 1