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ease
features
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support

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Description

Seed Diffusion Preview is an advanced language model designed for code generation that employs discrete-state diffusion, allowing it to produce code in a non-sequential manner, resulting in significantly faster inference times without compromising on quality. This innovative approach utilizes a two-stage training process that involves mask-based corruption followed by edit-based augmentation, enabling a standard dense Transformer to achieve an optimal balance between speed and precision while avoiding shortcuts like carry-over unmasking, which helps maintain rigorous density estimation. The model impressively achieves an inference rate of 2,146 tokens per second on H20 GPUs, surpassing current diffusion benchmarks while either matching or exceeding their accuracy on established code evaluation metrics, including various editing tasks. This performance not only sets a new benchmark for the speed-quality trade-off in code generation but also showcases the effective application of discrete diffusion methods in practical coding scenarios. Its success opens up new avenues for enhancing efficiency in coding tasks across multiple platforms.

Description

Reactor is currently developing an essential layer for world models and is inviting users to engage with real-time world models in an early preview. The core of its product strategy revolves around worlds that are generated on the spot, allowing for instantaneous creation of pixels, sounds, and actions, which transforms user interaction with both software and the tangible world. This preview marks the beginning of a new era, enabling users to explore AI-generated environments powered by a global low-latency infrastructure. Reactor is dedicated to pioneering the next wave of AI, focusing on real-time world models that can be navigated by people, agents, and robots in a frame-by-frame manner. Instead of merely presenting generated video as a passive viewing experience, Reactor envisions interactive spaces that can be lived in, manipulated, and molded as they unfold. The research and product development prioritize real-time interactions, inference, customizable world models, and systems capable of making dynamic visual settings responsive enough for live engagement, paving the way for a more immersive experience. This innovative approach aims to redefine the boundaries of digital interaction, merging creativity with cutting-edge technology.

API Access

Has API No 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

AnyAPI Yes 
C++ Yes 
Citlyze Yes 
Flyne AI Yes 
Fuser Yes 
Go Yes 
Java Yes 
Magica Yes 
Python Yes 
TESS AI Yes 
WaveSpeedAI Yes 
ZOOOP Yes 
graphis Yes 

Integrations

AnyAPI No 
C++ No 
Citlyze No 
Flyne AI No 
Fuser No 
Go No 
Java No 
Magica No 
Python No 
TESS AI No 
WaveSpeedAI No 
ZOOOP No 
graphis No 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs No 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

ByteDance

Founded

2012

Country

China

Website

seed.bytedance.com/en/seed_diffusion

Vendor Details

Company Name

Reactor

Founded

2021

Country

United States

Website

www.reactor.inc/

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