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What is Qwen3.5?

Qwen3.5 is an advanced open-weight multimodal AI system built to serve as the foundation for native digital agents capable of reasoning across text, images, and video. The primary release, Qwen3.5-397B-A17B, introduces a hybrid architecture that combines Gated DeltaNet linear attention with a sparse mixture-of-experts design, activating just 17 billion parameters per inference pass while maintaining a total parameter count of 397 billion. This selective activation dramatically improves decoding throughput and cost efficiency without sacrificing benchmark-level performance. Qwen3.5 demonstrates strong results across knowledge, multilingual reasoning, coding, STEM tasks, search agents, visual question answering, document understanding, and spatial intelligence benchmarks. The hosted Qwen3.5-Plus variant offers a default one-million-token context window and integrated tool usage such as web search and code interpretation for adaptive problem-solving. Expanded multilingual support now covers 201 languages and dialects, backed by a 250k vocabulary that enhances encoding and decoding efficiency across global use cases. The model is natively multimodal, using early fusion techniques and large-scale visual-text pretraining to outperform prior Qwen-VL systems in scientific reasoning and video analysis. Infrastructure innovations such as heterogeneous parallel training, FP8 precision pipelines, and disaggregated reinforcement learning frameworks enable near-text baseline throughput even with mixed multimodal inputs. Extensive reinforcement learning across diverse and generalized environments improves long-horizon planning, multi-turn interactions, and tool-augmented workflows. Designed for developers, researchers, and enterprises, Qwen3.5 supports scalable deployment through Alibaba Cloud Model Studio while paving the way toward persistent, economically aware, autonomous AI agents.

What is MiMo-V2.6-Pro-UltraSpeed?

MiMo-V2.6-Pro-UltraSpeed is an accelerated deployment of Xiaomi MiMo’s MiMo-V2.6-Pro model for workloads where response speed is a major requirement. Xiaomi describes it as providing the same model quality as MiMo-V2.6-Pro while producing output at up to 20 times the standard model’s speed. It retains the Pro model’s natively omnimodal architecture and its support for software engineering, agentic automation, computer use, visual reasoning, and research workflows. In coding applications, the model can support complex development tasks, terminal workflows, debugging, automation, and other multi-step engineering work. Its visual and multimodal capabilities extend to frontend design, presentation creation, 3D scene generation, Blender modeling, and interaction with image and video tools. The MiMo-V2.6 family can also coordinate multiple agents, inspect rendered outputs, and iteratively refine generated results using visual feedback. In embodied simulation scenarios, the underlying model can interpret multi-view camera feeds and make continuous decisions based on changing visual information. Research-oriented use cases for MiMo-V2.6-Pro include literature review, scientific hypothesis generation, computational tool use, materials research, and formal mathematical proof work. UltraSpeed is specifically optimized for situations where these capabilities need to be delivered with substantially lower generation latency. Xiaomi makes MiMo-V2.6-Pro-UltraSpeed available in MiMo Desktop and through its API platform for programmatic use. The model is designed for AI developers, agent builders, interactive applications, and high-throughput systems that need MiMo-V2.6-Pro-level capabilities with significantly faster output.

Media

Media

Integrations Supported

OpenClaw
APIFree
BLACKBOX AI
Canopy Wave
Claw Code
Cline
Hermes Agent
Hugging Face
Kilo Code
Ollama
OpenCode
OpenRouter
Qwen
Qwen3.5-Plus
Shiori
Together AI
Vercel AI Gateway
Xiaomi MiMo
Xiaomi MiMo Studio
ZooClaw

Integrations Supported

OpenClaw
APIFree
BLACKBOX AI
Canopy Wave
Claw Code
Cline
Hermes Agent
Hugging Face
Kilo Code
Ollama
OpenCode
OpenRouter
Qwen
Qwen3.5-Plus
Shiori
Together AI
Vercel AI Gateway
Xiaomi MiMo
Xiaomi MiMo Studio
ZooClaw

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Open source
Free Version
Free Trial Offered?

Pricing Information

$4.35 per 1 million tokens inp
$4.35 per 1 million tokens input
$8.70 per 1 million tokens output
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Alibaba

Date Founded

1999

Company Location

China

Company Website

qwen.ai

Company Facts

Organization Name

Xiaomi Technology

Date Founded

2010

Company Location

China

Company Website

mimo.xiaomi.com

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