A new benchmark targets actual software engineering tasks rather than isolated coding puzzles. It moves beyond simple snippets to evaluate how models handle complex, multi-file repositories. This shift forces LLMs to demonstrate true architectural understanding. Developers can now better gauge if a model can actually maintain a production codebase or just write scripts.