Tag

#embeddings

Embedding posts — vector representations for search, RAG, and similarity.

Building a Private RAG System: Architecture, Embeddings, Vector DBs, and Evaluation

A full architecture walkthrough for a private, self-hosted RAG system ingestion, chunking, embeddings, vector databases and the evaluation loop that makes it trustworthy.

Cover image for Building a RAG Service with FastAPI: Chunking, Embeddings, and Vector Search

1 month ago 74

AI & LLM

Building a RAG Service with FastAPI: Chunking, Embeddings, and Vector Search

Build a RAG service end to end: chunk documents, embed and search by similarity, and answer grounded in retrieved context from a FastAPI endpoint.

Cover image for Building a Production RAG System with pgvector and Laravel

2 months ago 979

Laravel AI Engineering

Building a Production RAG System with pgvector and Laravel

Ship a real RAG pipeline in Laravel using PostgreSQL pgvector. Smart chunking, batched embeddings, HNSW indexes, reranking, and citation-backed answers.