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What is Mercury 2.5?

Mercury 2.5 exemplifies the ultimate achievement in production models from Inception, showcasing a significant quality improvement over its predecessor, Mercury 2, while maintaining an outstanding low-latency performance. This model is recognized as the most sophisticated diffusion language model currently on the market and is claimed by Inception to be the largest diffusion LLM ever created. With a remarkable 40% increase in intelligence compared to Mercury 2, its capabilities closely mirror those of economical frontier models such as GPT-5.6 Luna (Low), Gemini 3.5 Flash-Lite, and Claude Haiku 4.5. It features an impressive generation rate of 1,107 tokens per second on widely used NVIDIA GPUs and can handle a substantial 260K-token context window. Among its many attributes are customizable reasoning abilities, concurrent tool executions, and JSON compatibility with schemas. Designed specifically for tasks sensitive to latency, it excels in environments that require multiple model calls during one interaction. In various applications, including search agents and RAG pipelines, Mercury 2.5 performs exceptionally well in activities such as planning, query rewriting, re-ranking, fact structuring, source summarization, and answer verification. This efficiency ensures swift response times, making it a vital asset for developers aiming to enhance their workflow productivity. As technology continues to evolve, models like Mercury 2.5 will likely set new benchmarks in the industry.

What is DiffusionGemma?

DiffusionGemma is a groundbreaking open model that delves into the phenomenon of text diffusion, offering an exceptionally quick approach to text generation. Licensed under Apache 2.0, this model features a staggering 26 billion parameters and utilizes a Mixture of Experts (MoE) architecture, pushing the boundaries beyond the conventional sequential token generation found in autoregressive models. Rather than generating tokens one by one, it is capable of producing complete blocks of text simultaneously, yielding generation speeds that can be up to four times quicker on GPUs. With foundations rooted in the parameter efficiency of the Gemma 4 family and insights from Gemini Diffusion research, DiffusionGemma boasts a distinctive diffusion head that significantly accelerates the generation process. Its design targets researchers and developers focused on optimizing local workflows that demand speed, such as in-line editing, rapid iterations, and complex narrative structures. By shifting the decoding bottleneck from memory bandwidth to computational capacity, the model can generate over 1,000 tokens per second on a single NVIDIA H100 and more than 700 tokens per second when utilizing an NVIDIA GeForce RTX 5090. This advancement not only enhances efficiency in text generation but also opens up new possibilities for various applications in the realm of natural language processing, paving the way for innovative developments in the field. Ultimately, the capabilities of DiffusionGemma could lead to transformative changes in how we approach text generation tasks.

Media

Media

Integrations Supported

Gemini Enterprise Agent Platform
Gemma
JSON
NVIDIA NIM

Integrations Supported

Gemini Enterprise Agent Platform
Gemma
JSON
NVIDIA NIM

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

Pricing Information

Free
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

Inception

Company Location

United States

Company Website

www.inceptionlabs.ai/blog/introducing-mercury-2-5

Company Facts

Organization Name

Google

Date Founded

1998

Company Location

United States

Company Website

blog.google/innovation-and-ai/technology/developers-tools/diffusion-gemma-faster-text-generation/

Categories and Features

Categories and Features

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