LTM-1

LTM-1

Magic AI
SubQ 1.1 Small

SubQ 1.1 Small

Subquadratic
+
+

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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

SubQ 1.1 Small is a long-context AI model from Subquadratic designed to reason over complete enterprise artifacts such as codebases, document collections, contracts, and financial filings. It uses Subquadratic Sparse Attention, or SSA, to reduce the high compute costs normally associated with processing very large context windows. The model delivers near-perfect long-context retrieval across 1M, 2M, 6M, and 12M token tests while using far less attention compute than dense attention. SubQ 1.1 Small also maintains strong general reasoning, coding, knowledge, and agentic task performance across multiple benchmarks. Its capabilities make it useful for financial analysis, legal review, contract work, software engineering, due diligence, and other workflows where information is spread across large artifacts. SubQ is built for organizations that want to move beyond fragmented retrieval pipelines and enable direct reasoning over massive bodies of information.

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

SubQ 1.1 Small is best suited for enterprises, AI teams, software engineering groups, legal teams, financial analysts, and research organizations that need efficient long-context reasoning across large documents, codebases, filings, contracts, and complex information collections

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

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

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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

Subquadratic
Founded: 2026
United States
subq.ai/subq-1-1-small-technical-report

Alternatives

LTM-2-mini

LTM-2-mini

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Alternatives

MiniMax M3

MiniMax M3

MiniMax
Inkling

Inkling

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Claude Fable 5

Claude Fable 5

Anthropic
GPT-5.4

GPT-5.4

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MiniMax M3

MiniMax M3

MiniMax
Claude Opus 4.6

Claude Opus 4.6

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SubQ

SubQ

Subquadratic

Categories

Categories

Integrations

Claude Code
OpenAI
OpenAI Codex
Quickwork
SubQ

Integrations

Claude Code
OpenAI
OpenAI Codex
Quickwork
SubQ
Claim LTM-1 and update features and information
Claim LTM-1 and update features and information
Claim SubQ 1.1 Small and update features and information
Claim SubQ 1.1 Small and update features and information