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What is Ling 3.0 Flash?

Ling 3.0 Flash is an evolved language model specifically designed for long-term agent tasks, featuring rapid response capabilities, low activation levels, and reliable tool utilization. With a Mixture-of-Experts architecture, it encompasses an impressive total of 124 billion parameters, activating 5.1 billion parameters for each token, which optimizes its performance while ensuring efficient inference. The model showcases a remarkable native context window of 256K tokens, expandable to a maximum of 1 million tokens, facilitating effective information retrieval from extensive contexts. In comparison to its earlier version, the original Flash model, Ling 3.0 Flash offers superior stability for extended operations, enhances tool-calling accuracy, adheres more closely to instructions, and shows improved compatibility with agent harnesses and coding tasks. Furthermore, its advanced spatial awareness capabilities allow it to construct grids of physical scenes and assess relative positions with precision, while its hybrid reasoning abilities increase success rates across various task complexities. This model not only represents a substantial advancement in language modeling technology but also ensures users can attain exceptional performance across a wide array of applications, thus broadening its potential use cases. Overall, Ling 3.0 Flash stands out as a groundbreaking development in the field, likely to influence future applications significantly.

What is GLM-4.7-Flash?

GLM-4.7 Flash is a refined version of Z.ai's flagship large language model, GLM-4.7, which is adept at advanced coding, logical reasoning, and performing complex tasks with remarkable agent-like abilities and a broad context window. This model is based on a mixture of experts (MoE) architecture and is fine-tuned for efficient performance, striking a perfect balance between high capability and optimized resource usage, making it ideal for local deployments that require moderate memory yet demonstrate advanced reasoning, programming, and task management skills. Enhancing the features of its predecessor, GLM-4.7 introduces improved programming capabilities, reliable multi-step reasoning, effective context retention during interactions, and streamlined workflows for tool usage, all while supporting lengthy context inputs of up to around 200,000 tokens. The Flash variant successfully encapsulates much of these functionalities in a more compact format, yielding competitive performance on benchmarks for coding and reasoning tasks when compared to models of similar size. This combination of efficiency and capability positions GLM-4.7 Flash as an attractive option for users who desire robust language processing without extensive computational demands, making it a versatile tool in various applications. Ultimately, the model stands out by offering a comprehensive suite of features that cater to the needs of both casual users and professionals alike.

Media

Media

Integrations Supported

Claude Code
Hermes Agent
Kilo Code
OpenClaw
OpenRouter
ZenMux

Integrations Supported

Shiori
Zo Computer

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Trial Offered?

Pricing Information

Free
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Ant Group

Date Founded

2014

Company Location

China

Company Website

www.ant-ling.com

Company Facts

Organization Name

Z.ai

Date Founded

2019

Company Location

China

Company Website

docs.z.ai/guides/llm/glm-4.7#glm-4-7-flash

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

Large Language Models

Not specified

Categories and Features

AI Models

Not specified

Large Language Models

Not specified

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