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GLM-5.1: Towards Long-Horizon Tasks

GLM-5.1: Towards Long-Horizon Tasks

z.ai

April 7, 2026

1 min read

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61/100

Summary

GLM-5.1 introduces enhancements for long-horizon tasks, improving the model's ability to manage extended interactions and complex reasoning. The update focuses on refining task planning and execution capabilities for AI applications.

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Community Sentiment

Mixed

Positives

  • GLM-5.1 demonstrates strong performance in generating TypeScript, outperforming other models like Opus and Codex in certain contexts, which highlights its potential for developers.
  • For short-term bug fixing and tweaks, GLM-5.1 meets expectations at a low price, making it a viable option for quick coding tasks.

Concerns

  • The model struggles with coherency over longer contexts, often producing gibberish beyond 128k tokens, which limits its usability for long-horizon tasks.
  • Quantization issues have severely impacted the model's performance, rendering it nearly useless for serious coding work, which raises concerns about its reliability.