Branch-Aware Semantic Code Search with Qdrant

Most code search is lexical. You grep a string or jump to a definition, and because it runs on your checkout, it always reflects the branch you have open. Semantic code search goes further: you index the codebase as vectors and search by meaning, which is how you hand an AI agent the right context in one lookup instead of a long grep loop.