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Building on the strong foundation of GLM-4.6, GLM-4.7 API delivers significant improvements across agentic coding, tool usage, complex reasoning, and user-facing content generation.

In software engineering tasks, GLM-4.7 shows clear performance gains in multilingual code generation, repository-level understanding, and terminal-based workflows. It demonstrates strong results on industry benchmarks such as SWE-bench, SWE-bench Multilingual, and Terminal Bench, making it well suited for modern developer tools, autonomous coding agents, and CI/CD automation. The model also supports “thinking before acting,” allowing it to plan, reason, and execute multi-step tasks more reliably within popular agent frameworks.

Beyond coding, GLM-4.7 introduces notable advances in UI and content quality. It generates cleaner, more modern web interfaces, better-structured layouts, and visually consistent presentation materials. Tool usage has been further enhanced, with improved performance in web browsing, API calling, and structured tool execution.

In addition, GLM-4.7 achieves a substantial boost in mathematical reasoning and long-form problem solving, positioning it as a strong all-around model for developers building intelligent agents, coding assistants, and complex AI-driven applications.