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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

Auggie CLI
Azure OpenAI Service
ChatGPT
ChatGPT Pro
Cheaper Inference
Devin
GPT-6 Sol
Gemini Enterprise Agent Platform
Java
JavaScript
JetBrains AI Assistant
Microsoft 365 Copilot
OpenCode
Shiori
SimpleClaw
ThreadMaster.ai
TranslateAI
Transor
TypeScript
Yonoo

API Availability

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided

Supported Platforms

SaaS
On-Prem

Supported Platforms

SaaS

Customer Service / Support

Not specified

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

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

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

AI Reasoning Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

Multimodal Models

Not specified

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