Kimi-Dev-72B trains an open coding model against full repository tests
Moonshot AI released Kimi-Dev-72B for software issue resolution, trained with reinforcement learning in Docker repositories and rewarded when the full test suite passed. Weights and code were published through Hugging Face and GitHub.
Why it matters: The training objective moved closer to a verifiable engineering outcome than next-token prediction or model-judged code style.