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GLM-4.6V

GLM-4.6V AI Agent
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Overview

Open-source multimodal GLM from Z.ai unifying vision, text, and tool calling for long-context reasoning, search, coding, and UI-to-code.

GLM-4.6V is a next-generation multimodal large language model series from Z.ai (Zhipu AI), designed for high-fidelity visual understanding and long-context reasoning across images, video, documents, and text. It comes in two main variants: the 106B-parameter GLM-4.6V foundation model for cloud and cluster deployment, and the lightweight GLM-4.6V-Flash (9B) optimized for local and low-latency applications. With a 128k token context window, GLM-4.6V can read large PDFs, slide decks, and multi-page mixed-media documents in a single pass. Native multimodal function calling lets it use tools directly from visual inputs, closing the loop from perception to executable actions and enabling powerful agent-style workflows. Typical use cases include visual document QA, chart and layout understanding, multimodal search and analysis, converting UI screenshots into production-ready code, and generating image-rich content. The models are released with open weights under a permissive open-source license, making them suitable for research, self-hosted deployments, and integration into production systems.

Autonomy level

76%

Reasoning: GLM-4.6V demonstrates substantial autonomy through native multimodal function calling capabilities that enable the model to independently invoke and integrate external tools. The model can autonomously decide when to call search, retrieval, and visual tools, process diverse input types (images, screenshots, documents, videos) directly as tool param...

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Some of the use cases of GLM-4.6V:

  • Building multimodal assistants that answer questions about complex PDFs, slides, and image-heavy documents.
  • Running long-context visual QA over research papers, technical reports, and financial filings.
  • Turning UI screenshots or design mocks into working front-end code for web and app interfaces.
  • Automating multimodal search-and-analysis workflows that combine web search, images, and text reasoning.
  • Powering agentic systems that need native multimodal function calling from visual inputs to tools.

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Popularity level: 75%

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