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Cursor releases Composer 2.5 coding model with 25x larger synthetic training data

3 reports1 sourceupdated Jul 26, 2026

What happened

From the coverage

Cursor 把代码助手 Composer 升级到了 2.5 版,底层还是基于月之暗面的 Kimi K2.5 开源模型。这次主要做了三件事:一是用“文字反馈强化学习”,在模型犯错的地方直接插一句提示(比如“提醒:可用工具有这些”),让模型在那个点上学会纠正,而不是靠最后的总分去猜哪里做错了;二是把合成训练数据的量提到了上一代的 25 倍,并且动态生成更...

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Coverage

Follow the reports to see the story from different sides.

May 19
  1. AI HOT (Curated Pool)Pick
    Cursor releases Composer 2.5, calling it its strongest model yet

    Cursor released Composer 2.5, claiming a 10x efficiency gain at comparable capability, with larger training scale, more complex reinforcement-learning environments, and a text-feedback mechanism.

  2. AI HOT (Curated Pool)Pick
    Cursor releases Composer 2.5 coding model

    Cursor released Composer 2.5, claiming up to 10x higher efficiency on long coding tasks; the model is further trained on Moonshot’s Kimi K2.5 and uses text feedback for 100k-token-scale trajectories.

May 18
  1. AI HOT (Curated Pool)Pick
    Composer 2.5 release and technical analysis

    Cursor released Composer 2.5, built on a Moonshot open-source checkpoint, trained with synthetic data from real codebases at 25 times the previous scale, and updated with text-feedback reinforcement learning and a sharded Muon optimizer.