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What is SubQ?

SubQ is a next-generation large language model developed by Subquadratic, designed to handle extremely long-context reasoning tasks with high efficiency. It supports up to 12 million tokens in a single prompt, allowing it to process entire codebases, months of development history, and large datasets in one step. The model uses a fully sub-quadratic sparse-attention architecture, which reduces unnecessary computations by focusing only on meaningful relationships between data points. This approach significantly lowers computational costs while maintaining strong performance across complex tasks. SubQ is optimized for use cases such as software engineering, code analysis, long-context retrieval, and AI agent workflows. It enables developers to analyze large amounts of information without breaking it into smaller segments. The model offers fast processing speeds and lower operational costs compared to traditional transformer-based models. SubQ is accessible through APIs, making it easy for developers and enterprises to integrate it into their systems. It can also be used within coding agents to improve code mapping, exploration, and understanding. The platform supports streaming and tool usage for more dynamic workflows. Its architecture allows it to scale efficiently as data size increases, overcoming common limitations of standard models. SubQ also delivers competitive performance on benchmarks related to coding and long-context tasks. By combining efficiency, scalability, and large context capabilities, it provides a powerful solution for advanced AI applications.

What is LTM-1?

Magic’s innovative LTM-1 technology enables context windows that are 50 times greater than the standard ones found in traditional transformer models. Consequently, Magic has created a Large Language Model (LLM) capable of efficiently handling extensive contextual information for generating recommendations. This breakthrough empowers our coding assistant to thoroughly examine and utilize your entire code repository. By drawing on a wealth of factual knowledge and its own previous interactions, larger context windows greatly improve the accuracy and cohesiveness of AI-generated responses. We are enthusiastic about the possibilities this research presents for enhancing user experiences in coding assistance tools, paving the way for smarter, more intuitive interactions. Ultimately, we believe these advancements will significantly transform how developers engage with their coding environments.

Media

Media

Integrations Supported

Claude Code
OpenAI
OpenAI Codex
SubQ 1.1 Small

Integrations Supported

Quickwork

API Availability

Has API

API Availability

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS
On-Prem

Customer Service / Support

Web-Based Support

Customer Service / Support

Not specified

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Subquadratic

Date Founded

2026

Company Location

United States

Company Website

subq.ai/

Company Facts

Organization Name

Magic AI

Date Founded

2022

Company Location

United States

Company Website

magic.dev/blog/ltm-1

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

Large Language Models

Not specified

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

Large Language Models

Not specified

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