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GLM-5-Turbo

A foundation model optimized for OpenClaw scenarios with enhanced tool invocation, instruction following, and long-chain task execution capabilities.

Introduction

GLM-5-Turbo is a specialized foundation model developed by Z.AI, designed specifically for OpenClaw agent workflows. This model has been deeply optimized from the training phase to excel in complex, dynamic, and long-chain tasks typical of real-world agent applications.

Key Features:

  • OpenClaw Native Optimization: Systematically trained on real-world agent workflow scenarios
  • Enhanced Tool Calling: Precise invocation of external tools and skills with improved stability
  • Complex Instruction Following: Strong comprehension and decomposition of multi-layered, long-chain instructions
  • Scheduled & Persistent Tasks: Better understanding of time dimensions and uninterrupted long-running tasks
  • High-Throughput Long Chains: Faster and more stable execution for high-data workflows
  • Technical Specifications: 200K context length, 128K maximum output tokens, text-only input/output

Capabilities:

  • Thinking Mode with multiple options for different scenarios
  • Streaming output for real-time interaction
  • Function calling for external tool integration
  • Context caching for long conversations
  • Structured output (JSON) for system integration
  • MCP support for external tool and data source integration

Use Cases:

  • Complex agent workflows requiring precise tool invocation
  • Long-chain business processes with scheduled execution
  • High-throughput data processing tasks
  • Integration with external systems via structured outputs
  • Real-time interactive applications with streaming responses

Quick Start: The model supports multiple SDKs including official Python/Java SDKs and OpenAI-compatible interfaces, with comprehensive API documentation and code examples provided.

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