Model card
GLM-5.1 marks a strategic shift from chat-based interaction toward autonomous agentic workflows. While previous iterations focused on short-form instruction following, this model is architected to handle long-horizon reasoning and complex, multi-step coding tasks. For developers, this means moving beyond simple snippet generation to delegating entire development cycles, such as debugging large codebases or implementing multi-file features. With a 204,800 token context window, it maintains high retrieval accuracy across extensive documentation and repository structures, making it a viable backbone for autonomous coding agents. Compared to standard LLMs that struggle with task drift during long sessions, GLM-5.1 is optimized for continuity and independent execution, offering a robust API for integrating sophisticated reasoning into existing CI/CD pipelines and developer tools.
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