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Description
Inkling is Thinking Machines’ open-weights foundation model built for customization, multimodal reasoning, and agentic AI workflows. The model uses a Mixture-of-Experts architecture with 975 billion total parameters and 41 billion active parameters, making it large in capacity while activating only a subset of experts per token. Inkling supports up to a 1 million token context window and was pretrained on 45 trillion tokens spanning text, images, audio, and video. It is designed as a broad generalist model with strengths across coding, reasoning, instruction following, factuality, tool use, vision, audio understanding, forecasting, and safety. Developers can tune its thinking effort to trade off latency, cost, and performance, which is useful for production systems that need efficient reasoning at scale. Inkling can be fine-tuned on Tinker, tested in the Inkling Playground, and deployed through partners such as TogetherAI, Fireworks, Modal, Databricks, Baseten, vLLM, SGLang, llama.cpp, and Hugging Face transformers. The model can generate applications, operate tools, create styled artifacts, reason over visual and audio inputs, and support long refinement loops for collaborative work. Thinking Machines also previewed Inkling-Small, a lighter Mixture-of-Experts model with 276 billion total parameters and 12 billion active parameters for lower-cost and lower-latency workloads. By combining open weights, multimodal training, agentic capabilities, efficient reasoning, and fine-tuning support, Inkling gives builders a flexible AI foundation for specialized products and workflows.
Description
Qwen3.8 Max is a preview flagship model in Alibaba’s Qwen family, appearing publicly as Qwen3.8-Max-Preview on Alibaba Cloud Model Studio. The model is designed for developers and teams that need a high-capability AI system for reasoning, coding, agentic tasks, multimodal analysis, and productivity workflows. Alibaba Cloud’s Model Studio page says users can try Qwen3.8-Max-Preview through the latest Token Plan. Public reporting describes the model as a 2.4 trillion-parameter system and Alibaba’s first trillion-parameter multimodal Qwen model. Qwen3.8 Max is said to support text, images, video, and documents, making it relevant for applications that combine language, visual content, files, and workflow automation. It is also described as improving on Qwen3.7 Max for coding, full-stack development, data analysis, and office workflows. The broader Qwen ecosystem supports multilingual understanding, MCP, coding, structured data, image analysis, audio, video, and agentic tool use. Because Alibaba has not yet published every technical detail, developers should evaluate the preview carefully before relying on it for production. By combining large-scale model capacity, multimodal input, coding strength, and Alibaba Cloud deployment access, Qwen3.8 Max gives AI builders a new frontier model to test across complex application scenarios.
API Access
Has API
API Access
Has API
Integrations
Model Context Protocol (MCP)
Alibaba Cloud
Alibaba Cloud Model Studio
Cherry Studio
Cline
ClinePass
Hermes Agent
Hugging Face
ModelScope
Novita AI
Integrations
Model Context Protocol (MCP)
Alibaba Cloud
Alibaba Cloud Model Studio
Cherry Studio
Cline
ClinePass
Hermes Agent
Hugging Face
ModelScope
Novita AI
Pricing Details
Free
Free Trial
Free Version
Pricing Details
$3 per 1M (input)
Free Trial
Free Version
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Vendor Details
Company Name
Thinking Machines Lab
Founded
2025
Country
United States
Website
thinkingmachines.ai/
Vendor Details
Company Name
Alibaba
Founded
1999
Country
China
Website
www.qwencloud.com