SWE-bench Demystified: What AI Coding Benchmarks Really Measure

With AI coding tools proliferating and companies citing SWE-bench scores in every pitch, understanding what these benchmarks actually measure is critical for making informed adoption decisions. SWE-bench's use of real GitHub issues and existing test suites makes it more trustworthy than synthetic benchmarks—but raw scores shouldn't be your only guide. This article breaks down the methodology behind the numbers and shows how to interpret scores meaningfully for your specific workflow needs.