Yesterday,ZhipuOfficially launched andOpen SourceA new generation of general-purposevisual language model GLM-4.1V-Thinking, which is claimed to be "the key leap from perception to cognition achieved by the GLM family of visual models.

Specifically, GLM-4.1V-Thinking is a general-purpose inference-based grand model that supports multimodal inputs such as images, videos, documents, etc., and is designed for complex cognitive tasks. Based on the GLM-4V architecture, it introduces "CoT Reasoning" and adopts "Reinforcement Learning Strategies for Lesson Sampling (RLCS)", which systematically improves the model's cross-modal causal reasoning ability and stability.
The lightweight version of the GLM-4.1V-9B-Thinking model is controlled at the 10B level, and it has achieved the best results of 10B in 23 out of 28 authoritative evaluations by MMStar, MMMU-Pro, and so on, of which 18 of them are equal to or better than the Qwen-2.5-VL, which has a parameter count as high as 72B.
Officially, the GLM-4.1V-9B-Thinking demonstrates a high degree of versatility and robustness by excelling in five major areas: graphic comprehension, mathematical and scientific reasoning, video comprehension, GUI and web-intelligence body tasks, and visual anchoring and entity localization.
Currently, GLM-4.1V-9B-Thinking has been open-sourced in GitHub, HuggingFace, and Magic Hitch communities, and published technical papers, API interface documents, and this time, two models, GLM-4.1V-9B-Base base model and GLM-4.1V-9B-Thinking are online.
Link to paper:https://arxiv.org/abs/2507.01006
GitHub:https://github.com/THUDM/GLM-4.1V-Thinking
HuggingFace:https://huggingface.co/collections/THUDM/glm-41v-thinking-6862bbfc44593a8601c2578d
Magic Match Community:https://modelscope.cn/collections/GLM-41V-35d24b6def9f49
API interface documentation:https://www.bigmodel.cn/dev/api/visual-reasoning-model/glm-4.1v-thinking
Smart Spectrum has also launched a new eco-platform"Agent Application Space.
It is reported that "Agent Application Space" is an AI Agent capability aggregation platform for enterprise customers and developers, which aggregates rich Agent applications and Model Plug-ins (MCPs), provides out-of-the-box, flexible and orchestrated component services and Agents applications, and helps enterprises eliminate the need to build their own large model teams.
In addition, on July 2, at the Smart Spectrum Open Platform Industry Ecological Conference, it was also announced that Pudong Venture Capital Group and Zhangjiang Group had made a total of 1 billion yuan of strategic investment in Smart Spectrum, and the first delivery was completed recently.