How Meta Used AI to Map Tribal Knowledge in Large-Scale Data Pipelines

AI coding assistants are powerful but only as good as their understanding of your codebase. When we pointed AI agents at one of Meta’s large-scale data processing pipelines - spanning four repositories, three languages, and over 4,100 files - we quickly found that they weren’t making useful edits quickly enough. We fixed this by building