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THE DECODER·3 min read

Zhipu AI's GLM-5.1 can rethink its own coding strategy across hundreds of iterations

Zhipu AI launches GLM-5.1 for advanced coding tasks.

Zhipu AI has unveiled its GLM-5.1 model, which is designed to tackle complex programming tasks by continuously refining its coding strategies. Unlike its predecessors, GLM-5.1 can adapt its approach over hundreds of iterations, achieving significant improvements in performance, particularly on the SWE-Bench Pro benchmark where it outperformed competitors like GPT-5.4 and Claude Opus 4.6. Despite its advancements in coding, Zhipu AI acknowledges that GLM-5.1 still has limitations in reasoning and knowledge tasks compared to models from Google and OpenAI.

Key Takeaways

  • 1.

    GLM-5.1 achieved a score of 58.4% on the SWE-Bench Pro benchmark, surpassing GPT-5.4 and Claude Opus 4.6.

  • 2.

    The model can optimize its coding strategy over 600 iterations, significantly improving performance on complex tasks.

  • 3.

    Zhipu AI acknowledges that GLM-5.1 still lags behind Google and OpenAI in reasoning and knowledge tasks.

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Zhipu AI's GLM-5.1 can rethink its own coding strategy across hundreds of iterations | Trace