Holo4 vs. Ling 3.0 Flash Comparison


Holo4 H Company	Ling 3.0 Flash Ant Group	+	+
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About Holo4 is a family of generalist agentic AI models from H Company designed to operate software across graphical interfaces, code environments, MCP servers, APIs, desktop applications, the web, and mobile devices. The family includes a 27B dense model and a 35B-A3B Mixture-of-Experts model with 3B active parameters, both supporting a 256K context window. Unlike agents optimized around a single interface, Holo4 can click and type on screens, write and execute code, and call MCP or API tools depending on what a task requires. The models were trained with supervised fine-tuning and reinforcement learning on agentic workflows spanning desktop, web, MCP/API, mobile, coding, multimodal reasoning, and GUI grounding. Holo4 27B achieved 85.2% on OSWorld at a reported cost of $0.08 per task, while Holo4 35B-A3B scored 80.8% at $0.05 per task in H Company's evaluation.	About Ling 3.0 Flash is a next-generation efficient language model designed for long-horizon agent workflows, combining fast response, low activation, and stable tool use. It uses a Mixture-of-Experts architecture with 124 billion total parameters and 5.1 billion activated parameters per token, providing capability while keeping inference efficient. The model supports a native 256K context window that can be extended up to 1 million tokens, with reliable retrieval across information placed at the beginning, middle, or end of long contexts. Compared with the previous Flash model, Ling 3.0 Flash improves stability on extended tasks, tool-calling accuracy, instruction following, compatibility with agent harnesses, and coding performance. Its optimized spatial understanding can construct physical scene grids and reason about relative positions, while hybrid reasoning improves success rates across tasks of varying difficulty.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience AI developers, agent platform builders, automation teams, enterprises, and researchers that need generalist computer-use agents capable of completing multi-step workflows across GUIs, desktop and mobile applications, websites, code environments, MCP servers, and business APIs	Audience AI developers and researchers that need high-performance open models for language, reasoning, coding, multimodal understanding, and agent workflows
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $0.40 per 1M tokens (input) Input: $0.40 per 1 million tokens Output: $3 per 1 million tokens Free Version Not Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information H Company Founded: 2023 France openai.com	Company Information Ant Group Founded: 2014 China www.ant-ling.com
Alternatives No Alternatives	Alternatives GLM-5.2 Z.ai
	GLM-5.3 Z.ai
	Kimi K3 Moonshot AI
	Ling 2.6 Flash Ant Group
View All	Ling 2.6 Ant Group View All
Categories AI Models Supported	Categories AI Coding Models Supported AI Models Supported Large Language Models Supported

Integrations Hermes Agent Supported OpenClaw Supported OpenRouter Supported AiAssistWorks Supported Anuma Supported Brokk Supported C Supported ChatGPT Canvas Supported ChatGPT Images Supported Claude Code Not Supported Claw Code Supported Dart Supported Devin Supported Microsoft Excel Supported Oh My OpenAgent Supported PHP Supported R Supported SQL Supported Transor Supported ZenMux Not Supported Show More Integrations View All 129 Integrations	Integrations Hermes Agent Supported OpenClaw Supported OpenRouter Supported AiAssistWorks Not Supported Anuma Not Supported Brokk Not Supported C Not Supported ChatGPT Canvas Not Supported ChatGPT Images Not Supported Claude Code Supported Claw Code Not Supported Dart Not Supported Devin Not Supported Microsoft Excel Not Supported Oh My OpenAgent Not Supported PHP Not Supported R Not Supported SQL Not Supported Transor Not Supported ZenMux Supported Show More Integrations View All 6 Integrations
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