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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.

What is GPT-5.4 mini?

GPT-5.4 mini is a high-performance, efficient AI model designed to handle complex tasks while maintaining low latency and cost. It is part of the GPT-5.4 model family and brings many of the strengths of larger models into a more lightweight and faster format. The model is optimized for coding, reasoning, and multimodal tasks, allowing it to work with both text and image inputs effectively. It supports advanced features such as tool calling, function execution, and integration with external systems, making it highly adaptable for real-world applications. GPT-5.4 mini is particularly effective in scenarios where speed is critical, such as coding assistants, real-time decision systems, and interactive AI tools. It significantly improves upon earlier mini models by delivering faster response times and stronger performance across multiple benchmarks. The model is also well-suited for use in subagent systems, where it can handle smaller, specialized tasks within a larger AI workflow. This allows developers to combine it with larger models for more efficient and scalable architectures. GPT-5.4 mini performs well in tasks such as code generation, debugging, data processing, and automation. Its ability to interpret screenshots and visual data further enhances its usefulness in multimodal applications. With a large context window and strong reasoning capabilities, it can handle complex inputs and long-form interactions. At the same time, its efficiency makes it cost-effective for high-volume deployments. By balancing speed, capability, and scalability, GPT-5.4 mini enables developers to build powerful AI solutions that are both responsive and economical.

Media

Media

Integrations Supported

Amp
Auggie CLI
Bash
Charlie
ChatGPT Plus
Codex Security
Flowise
GPT-5.4 nano
GPT-5.5 Pro
GitHub Copilot
JetBrains Junie
Kimi K2 Thinking
Microsoft 365 Copilot
OpenClaw
PHP
Prism
React
TranslateAI
Warp
Wazzap AI

Integrations Supported

Amp
Auggie CLI
Bash
Charlie
ChatGPT Plus
Codex Security
Flowise
GPT-5.4 nano
GPT-5.5 Pro
GitHub Copilot
JetBrains Junie
Kimi K2 Thinking
Microsoft 365 Copilot
OpenClaw
PHP
Prism
React
TranslateAI
Warp
Wazzap AI

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Magic AI

Date Founded

2022

Company Location

United States

Company Website

magic.dev/blog/ltm-1

Company Facts

Organization Name

OpenAI

Date Founded

2015

Company Location

United States

Company Website

openai.com

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