GLM 5 Turbo: Cheap Beast Model

🔑 Enhanced Key Takeaways

• •GLM-5 Turbo is developed by Z.ai and optimized specifically for OpenClaw agent scenarios, excelling in tool calling, instruction decomposition, and long-chain task execution[3][5].
• •It supports a maximum output of 128K tokens and features thinking modes with real-time streaming for enhanced interaction[5].
• •GLM-5 Turbo delivers fast inference with low latency, making it suitable for real-world AI agent workflows and high-throughput tasks[4][5].

🛠️ Technical Deep Dive

• •Built by Z.ai as part of GLM-5 family, which scales to 744B total parameters (40B active) from GLM-4.5's 355B (32B active), with increased pre-training data[6].
• •Deeply optimized for OpenClaw tasks from training phase, enhancing tool invocation without failures, complex instruction decomposition, time-aware persistent tasks, and stable high-throughput long chains[5].
• •Supports OpenAI-compatible API with base_url 'https://api.naga.ac/v1', model='glm-5-turbo', max output 128K tokens, multiple thinking modes, and streaming output[3][5].

🔮 Future ImplicationsAI analysis grounded in cited sources

⏳ Timeline