SWE-bench Blog

Insights, analysis, and updates about AI coding benchmarks and evaluation

Beyond the Codebase: The Engineering Artifacts That Make AI Training Data Useful

Great coding agents need more than source files. See the real engineering context we provide—from pull request discussions and planning documents to incident runbooks and product decisions.

August 29, 20267 min readTraining Data

Beyond Code Generation: Why SWE-Bench is the Benchmark That Actually Matters

Everyone is excited about how quickly AI can now write code. But writing a function from a prompt is not the same thing as understanding how real software systems work. Discover why SWE-bench has become the industry standard for evaluating AI coding agents.

March 8, 20246 min readAI Engineering