LTM-1

LTM-1

Magic AI
Ling 2.6 Flash

Ling 2.6 Flash

Ant Group
+
+

Related Products

  • Gemini Enterprise Agent Platform
    999 Ratings
    Visit Website
  • Google AI Studio
    30 Ratings
    Visit Website
  • LM-Kit.NET
    29 Ratings
    Visit Website
  • MarkMagic
    48 Ratings
    Visit Website
  • LTX
    182 Ratings
    Visit Website
  • Grafana Cloud
    859 Ratings
    Visit Website
  • NinjaOne
    6,017 Ratings
    Visit Website
  • Zendesk
    7,958 Ratings
    Visit Website
  • Secure Eraser
    15 Ratings
    Visit Website
  • Planview AdaptiveWork
    714 Ratings
    Visit Website

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 Flash is the latest cost-effective model in the Ling series, built on a Mixture of Experts architecture with 104B total parameters and 7.4B activated parameters. It is designed to achieve an optimal balance between inference performance and compute cost, making it suitable for general-purpose scenarios where strong reasoning capability, high throughput, and efficient deployment matter. 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. Ling 2.6 Flash provides a native 256K context window and can process approximately 200,000 characters of long-form input, with reliable long-range information retrieval whether key information appears at the beginning, middle, or end of the context. Its aggregate benchmark performance is comparable to or exceeds 40B-class Dense models.

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

Users and AI product teams that need a fast, efficient long-context model for customer service, translation, content workflows, and recommendation intelligence

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

$0.00037 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

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

Ling 2.6

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
OpenClaw
OpenRouter
Quickwork
ZenMux

Integrations

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