LTM-1

LTM-1

Magic AI
Ling 2.6

Ling 2.6

Ant Group
+
+

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About

Magic’s LTM-1 enables 50x larger context windows than transformers. Magic's trained a Large Language Model (LLM) that’s able to take in the gigantic amounts of context when generating suggestions. For our coding assistant, this means Magic can now see your entire repository of code. Larger context windows can allow AI models to reference more explicit, factual information and their own action history. We hope to be able to utilize this research to improve reliability and coherence.

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

Developers interested in a 5 million token context window large language model

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

No information available.
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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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

Magic AI
Founded: 2022
United States
magic.dev/blog/ltm-1

Company Information

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

Alternatives

LTM-2-mini

LTM-2-mini

Magic AI

Alternatives

MiniMax M3

MiniMax M3

MiniMax
Inkling

Inkling

Thinking Machines Lab
Claude Fable 5

Claude Fable 5

Anthropic
GPT-5.4

GPT-5.4

OpenAI
Ling 2.6 Flash

Ling 2.6 Flash

Ant Group
Claude Opus 4.6

Claude Opus 4.6

Anthropic
Ling 3.0 Flash

Ling 3.0 Flash

Ant Group

Categories

Categories

Integrations

Claude Code
Hermes Agent
Kilo Code
OpenAI
OpenClaw
OpenRouter
Quickwork

Integrations

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