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What is LongLLaMA?

This repository presents the research preview for LongLLaMA, an innovative large language model capable of handling extensive contexts, reaching up to 256,000 tokens or potentially even more. Built on the OpenLLaMA framework, LongLLaMA has been fine-tuned using the Focused Transformer (FoT) methodology. The foundational code for this model comes from Code Llama. We are excited to introduce a smaller 3B base version of the LongLLaMA model, which is not instruction-tuned, and it will be released under an open license (Apache 2.0). Accompanying this release is inference code that supports longer contexts, available on Hugging Face. The model's weights are designed to effortlessly integrate with existing systems tailored for shorter contexts, particularly those that accommodate up to 2048 tokens. In addition to these features, we provide evaluation results and comparisons to the original OpenLLaMA models, thus offering a thorough insight into LongLLaMA's effectiveness in managing long-context tasks. This advancement marks a significant step forward in the field of language models, enabling more sophisticated applications and research opportunities.

What is Aion 1.0 Instruct?

Aion-1.0-Instruct is a recently launched compact language model incorporated into Microsoft Edge as part of a developer preview, which focuses on early testing and collecting user feedback. This innovative model is tailored to improve Edge's on-device Prompt and Writing Assistance APIs, offering web developers a faster, smaller, and more efficient AI-driven solution for browser features. Previously, Microsoft had employed Phi-4-mini for these APIs; however, its high hardware demands limited accessibility across various devices. In contrast, Aion-1.0-Instruct expands compatibility to a significantly wider range of devices, including those with less capable GPUs and even those that operate solely on CPU inference without a GPU, all while preserving excellent performance in various web applications. Developers can access this model through the Edge Canary and Dev channels, allowing them to evaluate its performance in real-world web settings, examine API interoperability, and provide feedback before final modifications. By enabling developers to effortlessly add AI capabilities to their websites and browser extensions, Aion-1.0-Instruct aims to enrich user experiences significantly. Moreover, its introduction could potentially revolutionize web development, making AI features more accessible and user-friendly for a larger audience. As the landscape of web technologies continues to evolve, the implications of this model will likely extend far beyond initial expectations.

Media

Media

Integrations Supported

JavaScript
Microsoft Edge

Integrations Supported

JavaScript
Microsoft Edge

API Availability

Has API

API Availability

Has API

Pricing Information

Free
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

LongLLaMA

Company Website

github.com/CStanKonrad/long_llama

Company Facts

Organization Name

Microsoft

Date Founded

1975

Company Location

United States

Company Website

blogs.windows.com/msedgedev/2026/06/02/expanding-on-device-ai-in-microsoft-edge-new-models-and-apis-for-the-web/

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