Using source code itself as the primary input, you can automatically generate thousands of high-quality RL training tasks for coding agents without relying on manual annotations or development artifacts like issues.
CodeMidas automatically creates reinforcement learning training tasks from open-source code by using AI agents to explore codebases, generate test cases, and validate tasks. This approach scales coding agent training to 5,545 diverse tasks across 23 languages, improving performance on code repair, program synthesis, and terminal tasks by 8-18%.