Beyond grep: Precision Code Search with colref and AST Parsing

Standard text search tools like grep fail to distinguish between actual code logic and noise, creating significant manual overhead during database refactoring. colref solves this by combining AST analysis with ORM schema awareness to pinpoint exact attribute references, signaling a shift toward more intelligent, structure-aware development tools.