Build a Token-Efficient RAG Pipeline with pgvector & Markdown

TL;DR Converting scraped web content directly into Markdown reduces token consumption by up to 90% while preserving the semantic structure needed by LLMs. Combining Markdown extraction with PostgreSQL and the pgvector extension creates a highly efficient, production-ready Retrieval-Augmented Generat