GLM-4.7 is the latest open-source large language model from Zhipu AI, representing a significant advancement in the ChatGLM series. Released in early 2025, this model introduces groundbreaking thinking mechanisms and delivers exceptional performance in coding, long-term task planning, and tool coordination. With enhanced capabilities across multiple domains, GLM-4.7 has quickly gained international recognition and achieved leading performance among open-source models on mainstream benchmarks.

Key Features

Advanced Thinking Mechanisms

GLM-4.7 implements three innovative thinking approaches:

Interleaved Thinking: Enhanced reasoning process integrated throughout response generation
Preserved Thinking: Maintains thought context across multiple interactions
Turn-level Thinking: Deliberates before every response and tool invocation to improve instruction following and output quality

These mechanisms enable the model to approach problems more systematically, resulting in higher-quality responses and better task completion rates.

Exceptional Coding Performance

GLM-4.7 demonstrates remarkable improvements over its predecessor GLM-4.6:

SWE-bench: 73.8% (+5.8% improvement)
SWE-bench Multilingual: 66.7% (+12.9% improvement)
Terminal Bench 2.0: 41% (+16.5% improvement)

The model supports "thinking before acting" paradigm, showing significant enhancements on complex tasks in mainstream agent frameworks including:

Claude Code
Kilo Code
Cline
Roo Code

Enhanced UI/Frontend Generation

GLM-4.7 takes a significant leap forward in UI quality:

Produces cleaner, more modern webpages
Generates better-looking presentation slides
Delivers more accurate layout and component sizing
Improved understanding of design principles and user experience

Multilingual and Multimodal Capabilities

Language Support: Strong performance across multiple languages including English, Chinese, and other major languages
Multimodal Understanding: Processes both text and visual inputs for comprehensive context understanding

International Adoption

GLM-4.7 has received rapid global adoption:

Day 0 Integration: Major platforms like Cline, Kilo, and Vercel announced support on release day
Enterprise Support: Fireworks (valued at $4 billion) provided immediate integration
User Base: Over 150,000 overseas users actively using Zhipu AI services
Open Source: Fully open-sourced on GitHub and available on Hugging Face

Use Cases

Software Development: Code generation, debugging, and refactoring with advanced reasoning
AI Agents: Long-term task planning and autonomous tool coordination
Frontend Development: UI/UX design and implementation with modern aesthetics
Multilingual Applications: Cross-language understanding and translation
Research: Academic and technical research requiring deep reasoning
Content Creation: Technical writing, documentation, and presentation generation

Technical Specifications

Model Family: ChatGLM / GLM-4 Series
Developer: Zhipu AI (智谱AI)
Release Date: January 2025
License: Open Source
Availability: API access via Zhipu AI Platform, self-hosting via GitHub/Hugging Face

Pricing

API Access (via Zhipu AI Platform):

Competitive pricing tiers for different usage levels
Free tier available for development and testing
Enterprise plans with dedicated support

Self-Hosting: Free (open-source license)

Performance Benchmarks

GLM-4.7 achieves leading performance among open-source models:

Top-tier coding capabilities surpassing many proprietary models
Excellent agent task completion rates
Strong multilingual understanding and generation
Superior UI generation quality compared to previous versions

Integration Support

GLM-4.7 is compatible with:

Major AI development frameworks (Langchain, LlamaIndex, etc.)
Popular coding assistants (Cline, Cursor, etc.)
Cloud platforms (Fireworks AI, ModelScope, Hugging Face)
Standard OpenAI-compatible APIs

Community and Ecosystem

Active Development: Regular updates and improvements from Zhipu AI
Open Source Community: Growing contributor base on GitHub
International Presence: Strong adoption in both Chinese and international markets
Enterprise Partnerships: Collaborations with major tech companies

Verdict

GLM-4.7 represents Zhipu AI's commitment to advancing open-source AI with practical, production-ready capabilities. Its exceptional coding performance, innovative thinking mechanisms, and enhanced UI generation make it a compelling choice for developers and enterprises. The rapid international adoption and Day 0 platform integrations demonstrate strong industry confidence in the model.

Recommended for: Developers seeking advanced coding assistance, teams building AI agents, multilingual applications, and organizations preferring open-source solutions with strong performance.

Not recommended for: Use cases requiring proprietary model guarantees, or extremely specialized domains without fine-tuning capabilities.

Official Resources:

Website: https://www.bigmodel.cn/
GitHub: https://github.com/zai-org/GLM-4
Hugging Face: https://huggingface.co/zai-org/GLM-4.7
Documentation: https://docs.bigmodel.cn/

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GLM-4.7