Ling 2.6

Ling 2.6

Ant Group
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About

Celeris-1 is a low-latency, general-purpose language model platform and a diffusion model designed to deliver frontier-level intelligence at dramatically higher speed. Instead of generating one token at a time like traditional autoregressive models, Celeris uses a diffusion-based inference architecture that enables parallel generation and response times measured in milliseconds. On its published MMLU-Pro benchmark, Celeris-1 reaches 75.9 accuracy with a 158 ms median response time and 1,664 output tokens per second, placing it within a few points of frontier models while running more than 10x faster. The model is exposed through an OpenAI-compatible API, so developers can point existing SDKs and clients at Celeris with minimal code changes. Streaming is enabled for interactive applications, with responses as low as 24 ms and no buffering or batch delay.

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.

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 application developers who need extremely low-latency language-model inference for agents, real-time interfaces, and high-throughput workflows

Audience

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

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

$0.20 per 1M tokens
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

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

Celeris-1
United States
celeris.ai/

Company Information

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

Alternatives

ByteDance Seed

ByteDance Seed

ByteDance

Alternatives

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Claude Fable 5

Anthropic
GLM-5.2

GLM-5.2

Zhipu AI
Claude Opus 4.8

Claude Opus 4.8

Anthropic
Ling 2.6 Flash

Ling 2.6 Flash

Ant Group
Mercury Coder

Mercury Coder

Inception Labs
Ling 3.0 Flash

Ling 3.0 Flash

Ant Group

Categories

Categories

Integrations

OpenAI
Claude Code
Hermes Agent
Kilo Code
OpenClaw
OpenRouter

Integrations

OpenAI
Claude Code
Hermes Agent
Kilo Code
OpenClaw
OpenRouter
Claim Celeris-1 and update features and information
Claim Celeris-1 and update features and information
Claim Ling 2.6 and update features and information
Claim Ling 2.6 and update features and information