Ling 2.6

Ling 2.6

Ant Group
Ling 3.0 Flash

Ling 3.0 Flash

Ant Group
+
+

Related Products

  • Gemini Enterprise Agent Platform
    985 Ratings
    Visit Website
  • Coevera
    752 Ratings
    Visit Website
  • NetBrain
    274 Ratings
    Visit Website
  • Iru
    1,351 Ratings
    Visit Website
  • Google AI Studio
    30 Ratings
    Visit Website
  • LM-Kit.NET
    29 Ratings
    Visit Website
  • SBS Asset Finance
    3 Ratings
    Visit Website
  • Cloverleaf
    189 Ratings
    Visit Website
  • RaimaDB
    12 Ratings
    Visit Website
  • JAMS
    279 Ratings
    Visit Website

About

Ling 2.6 is a general-purpose large language model series independently developed and open-sourced by Ant Group, built on a Mixture of Experts architecture and designed for inference efficiency, long context modeling, training technology, and AI Agent collaborative reasoning. Ling’s MoE architecture routes each token to activate only the most relevant expert subnetworks, compressing actual computation to a minimal fraction while maintaining large-scale model capacity. The Ling 2.6 series further advances long-sequence modeling, with Ling-2.6-1T supporting up to a 1M native context window and the official API exposing a 256K context window, while Ling-2.6-flash provides a native 256K context window capable of processing approximately 200,000 characters of long-form input. The models are designed for reliable long-range information retrieval, with no noticeable degradation whether information appears at the beginning, middle, or end of the context.

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
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

AI developers and enterprise teams that need open long-context models for agent workflows, coding, knowledge management, and high-throughput language applications

Audience

Autonomous software testing teams that need a fast model for long-running tool-based coding and verification 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

$0.0028 per 1M tokens
Free Version
Free Trial

Pricing

No information available.
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

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
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

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

Company Information

Ant Group
Founded: 2014
China
www.ant-ling.com

Alternatives

Claude Fable 5

Claude Fable 5

Anthropic

Alternatives

GLM-5.2

GLM-5.2

Zhipu AI
GLM-5.2

GLM-5.2

Zhipu AI
Kimi K3

Kimi K3

Moonshot AI
Claude Opus 4.8

Claude Opus 4.8

Anthropic
Qwen3.8 Max

Qwen3.8 Max

Alibaba
Ling 2.6 Flash

Ling 2.6 Flash

Ant Group
Ling 2.6 Flash

Ling 2.6 Flash

Ant Group
Ling 3.0 Flash

Ling 3.0 Flash

Ant Group
Ling 2.6

Ling 2.6

Ant Group

Categories

Categories

Integrations

Claude Code
Hermes Agent
Kilo Code
OpenClaw
OpenRouter
OpenAI
ZenMux

Integrations

Claude Code
Hermes Agent
Kilo Code
OpenClaw
OpenRouter
OpenAI
ZenMux
Claim Ling 2.6 and update features and information
Claim Ling 2.6 and update features and information
Claim Ling 3.0 Flash and update features and information
Claim Ling 3.0 Flash and update features and information