GLM-4.5 - Zhipu AI’s Open-Source SOTA Model for Reasoning, Coding, and AI Agents #
GLM-4.5 is Zhipu AI’s next-generation flagship model, specifically designed for AI agent applications. It’s the first open-source SOTA model with native integration of reasoning, coding, and agent capabilities. The model adopts a Mixture of Experts (MoE) architecture with two versions: GLM-4.5 (355B parameters, 32B activated) and GLM-4.5-Air (106B parameters, 12B activated). It demonstrates exceptional performance across multiple benchmarks, achieving top-tier results among open-source models, particularly excelling in code agent scenarios. Supporting hybrid inference modes with both “Thinking Mode” for complex tasks and “Non-Thinking Mode” for instant responses, it doubles parameter efficiency while offering API pricing at just 1/10th of Claude’s, with speeds reaching up to 100 tokens/sec.
Key Features of GLM-4.5 #
- Multi-capability Fusion: First single model with native integration of reasoning, code generation, and agent capabilities
- Reasoning: Top-tier performance on reasoning benchmarks
- Code Generation: Excellent at programming tasks across multiple languages
- Agent Applications: Supports tool calling, web browsing, and integration with code agent frameworks
- Hybrid Inference: Dual modes for complex reasoning (Thinking Mode) and instant responses (Non-Thinking Mode)
Technical Highlights #
- MoE Architecture:
- GLM-4.5: 355B total / 32B activated parameters
- GLM-4.5-Air: 106B total / 12B activated parameters
- Multimodal Capabilities: Processes text, images, and other data types
- Efficient Training Pipeline:
- General pretraining (15T tokens)
- Domain-specific training (8T tokens for code/reasoning/agents)
- RL optimization
- Parameter Efficiency: Outperforms models 2-3x larger (vs DeepSeek-R1/Kimi-K2)
Performance #
- 12 Major Benchmarks (MMLU Pro, AIME 24, MATH 500, etc.):
- #3 globally among all models
- #1 among Chinese models
- #1 among open-source models
- SWE-bench Verified: Leads the performance/parameter Pareto frontier
- Cost Efficiency: API pricing at ¥0.8/M input tokens, ¥2/M output tokens
Access Options #
Demo Platforms:
API Access:
Code Repositories:
- GitHub: github.com/zai-org/GLM-4.5
- Hugging Face: huggingface.co/collections/zai-org/glm-45
- ModelScope: modelscope.cn/collections/GLM-45
Applications #
- Full-stack Development: Complex apps, games, interactive websites
- Code Generation: High-quality snippets across multiple languages
- Programming Assistance: Code completion, error fixing, optimization
- Content Creation: Articles, news reports, creative copywriting
- Academic Research: NLP/AI research exploration