MiMo-V2-Flash

MiMo-V2-Flash

Xiaomi Technology
Ring 2.6

Ring 2.6

Ant Group
+
+

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About

MiMo-V2-Flash is an open weight large language model developed by Xiaomi based on a Mixture-of-Experts (MoE) architecture that blends high performance with inference efficiency. It has 309 billion total parameters but activates only 15 billion active parameters per inference, letting it balance reasoning quality and computational efficiency while supporting extremely long context handling, for tasks like long-document understanding, code generation, and multi-step agent workflows. It incorporates a hybrid attention mechanism that interleaves sliding-window and global attention layers to reduce memory usage and maintain long-range comprehension, and it uses a Multi-Token Prediction (MTP) design that accelerates inference by processing batches of tokens in parallel. MiMo-V2-Flash delivers very fast generation speeds (up to ~150 tokens/second) and is optimized for agentic applications requiring sustained reasoning and multi-turn interactions.

About

Ring is a trillion-parameter thinking model from Ant Group, designed for real-world Agent workflows. It uses the same Mixture of Experts architecture as Ling, activating about 63B parameters per inference, and focuses on coding agents, tool use, multi-tool collaboration, engineering development, research analysis, and long-horizon task execution. Rather than only pursuing “smarter” results, Ring is built to consistently complete complex tasks at reasonable cost, balancing quality, speed, and execution efficiency in production environments. Ring-2.6-1T introduces an adjustable Reasoning Effort mechanism with high and xhigh reasoning intensity levels, using adaptive reasoning budget allocation based on task complexity. High mode is designed for high-frequency Agent workflows, lower token cost, faster multi-step execution, multi-turn interaction, tool collaboration, and task decomposition.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Developers and researchers requiring a solution to build high-performance AI applications involving long-context reasoning, coding, and agentic workflows

Audience

Enterprise AI agent teams that need a large open reasoning model for coding agents, tool orchestration, research analysis, and long-horizon autonomous workflows

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

$0.0028 per 1M tokens
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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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
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Xiaomi Technology
Founded: 2010
China
mimo.xiaomi.com/blog/mimo-v2-flash

Company Information

Ant Group
Founded: 2014
China
developer.ant-ling.com/en/docs/models/ring/

Alternatives

Alternatives

Big Pickle

Big Pickle

OpenCode Zen
MiMo-V2-Omni

MiMo-V2-Omni

Xiaomi Technology
Claude Fable 5

Claude Fable 5

Anthropic
MiMo-V2-Pro

MiMo-V2-Pro

Xiaomi Technology
Claude Opus 4.8

Claude Opus 4.8

Anthropic
MiMo-V2.5-Pro

MiMo-V2.5-Pro

Xiaomi Technology
MiMo-V2.5

MiMo-V2.5

Xiaomi Technology

Categories

Categories

Integrations

Claude Code
Hermes Agent
Hugging Face
Kilo Code
OpenClaw
Xiaomi MiMo
Xiaomi MiMo Studio

Integrations

Claude Code
Hermes Agent
Hugging Face
Kilo Code
OpenClaw
Xiaomi MiMo
Xiaomi MiMo Studio
Claim MiMo-V2-Flash and update features and information
Claim MiMo-V2-Flash and update features and information
Claim Ring 2.6 and update features and information
Claim Ring 2.6 and update features and information