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What is Syn?

Syn is an advanced Japanese large language model, developed through a collaboration between Upstage and Karakuri, featuring nearly 14 billion parameters and specifically designed for enterprise use in various fields such as finance, manufacturing, legal, and healthcare. It excels in benchmark evaluations on the Weights & Biases Nejumi Leaderboard, demonstrating top-tier performance in accuracy and alignment while maintaining cost-effectiveness through its efficient architecture, which draws inspiration from Solar Mini. Furthermore, Syn showcases outstanding capabilities in Japanese "truthfulness" and safety, skillfully understanding intricate expressions and specialized jargon relevant to different industries. Its flexible fine-tuning options allow for the seamless integration of proprietary data and domain knowledge. Built for widespread deployment, Syn is versatile enough to operate in on-premises environments, AWS Marketplace, and cloud infrastructures, reinforced by strong security and compliance protocols tailored to meet enterprise demands. Impressively, by leveraging AWS Trainium, Syn can reduce training costs by approximately 50 percent compared to traditional GPU setups, enabling rapid customization for a variety of applications. This cutting-edge model not only boosts operational efficiency but also opens doors to more agile and responsive solutions for enterprises, ultimately transforming how businesses approach their challenges. Enhancing productivity and innovation, Syn positions itself as a vital tool for organizations looking to thrive in an increasingly competitive landscape.

What is Mu?

On June 23, 2025, Microsoft introduced Mu, a cutting-edge language model boasting 330 million parameters and designed to significantly improve the agent experience in Windows environments by seamlessly converting natural language questions into functional calls for Settings, with all operations executed on-device via NPUs at an impressive speed exceeding 100 tokens per second while maintaining high accuracy. Utilizing Phi Silica optimizations, Mu's encoder-decoder architecture employs a fixed-length latent representation that notably minimizes computational requirements and memory consumption, achieving a 47 percent decrease in first-token latency and delivering a decoding speed that is 4.7 times faster on Qualcomm Hexagon NPUs in comparison to traditional decoder-only models. Furthermore, the model is enhanced by hardware-aware tuning methodologies, which incorporate a strategic 2/3–1/3 division of encoder and decoder parameters, shared weights for both input and output embeddings, Dual LayerNorm, rotary positional embeddings, and grouped-query attention, facilitating rapid inference rates that surpass 200 tokens per second on devices like the Surface Laptop 7, along with response times for settings-related queries that are under 500 ms. This impressive blend of features and optimizations establishes Mu as a revolutionary development in the realm of on-device language processing capabilities, setting new standards for speed and efficiency. As a result, users can expect a more intuitive and responsive experience when interacting with their Windows settings through natural language.

Media

Media

Integrations Supported

AWS Marketplace
AWS Trainium
Amazon Web Services (AWS)
Solar Mini
Upstage AI

Integrations Supported

AWS Marketplace
AWS Trainium
Amazon Web Services (AWS)
Solar Mini
Upstage AI

API Availability

Has API

API Availability

Has API

Pricing Information

$0.1 per 1M tokens
Free Version
Free Trial Offered?

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

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

Upstage AI

Date Founded

2020

Company Location

United States

Company Website

www.upstage.ai/news/introducing-upstage-japan

Company Facts

Organization Name

Microsoft

Date Founded

1975

Company Location

United States

Company Website

blogs.windows.com/windowsexperience/2025/06/23/introducing-mu-language-model-and-how-it-enabled-the-agent-in-windows-settings/

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