It started with a core frustration: how do we get better quality, deeper awareness, and precise structural information out of our large codebases? That research led me to build a rich code knowledge g

It started with a core frustration: how do we get better quality, deeper awareness, and precise structural information out of our large codebases? That research led me to build a rich code knowledge graph. The goal was to make refactoring, enterprise migrations, and codebase comprehension dramatically simpler—not just for developers, but specifically for # LLM coding agents. https:// shaaf.dev/pos