A new benchmark targets actual software engineering tasks rather than simple coding snippets. This shift moves beyond synthetic tests to evaluate how LLMs handle complex, multi-file repositories. It provides a more honest measure of agentic capabilities. Developers can now better gauge which models actually solve production-level bugs instead of just passing isolated tests.