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SSR explores self-training for repository bugs

Published on December 23, 2025, the post presents Self-play SWE-RL (SSR), a method for training a language agent to inject and fix bugs in real repositories without human-labeled issues or tests.

Published on December 23, 2025, the post presents Self-play SWE-RL (SSR), a method that trains a single LLM agent to alternate between injecting and fixing bugs in real repositories. According to the description, the approach does not rely on human-labeled issues or tests.

The topic may interest engineers exploring how to train coding agents without those labeled data. Consult the original post for its account of the method and check its details and evidence before drawing conclusions; the available summary gives no quantitative results. If you use AI to study or apply the idea, avoid sending internal code or data without authorization and follow your organization’s privacy policy.

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