Beyond Grep: A Semantic Memory Engine for Codebases Using Qdrant Edge

Consider this. You just joined a new company. Day one, they drop a massive codebase on you. Hundreds of files, thousands of lines, and somehow you are expected to “just explore it.” And you know the logic you need is in there somewhere, but you have no clue what it is called or where it lives. And obviously, you are not about to plug the whole repo into some random AI tool and risk your manager asking why company code is floating outside. So you do what every developer does. You search. You grep. You open folders one by one like you are on some treasure hunt.