I Built a Semantic Search Engine from Scratch — No LangChain, No Magic, Just Raw Components

How I went from "what is pgvector" to a fully deployed two-stage search engine with 11 failures along the way. I've been seeing semantic search everywhere lately. Every tutorial reaches for LangChain