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What is ByteDance Seed?

Seed Diffusion Preview represents a cutting-edge language model tailored for code generation that utilizes discrete-state diffusion, enabling it to generate code in a non-linear fashion, which significantly accelerates inference times without sacrificing quality. This pioneering methodology follows a two-phase training procedure that consists of mask-based corruption coupled with edit-based enhancement, allowing a typical dense Transformer to strike an optimal balance between efficiency and accuracy while steering clear of shortcuts such as carry-over unmasking, thereby ensuring rigorous density estimation. Remarkably, the model achieves an impressive inference rate of 2,146 tokens per second on H20 GPUs, outperforming existing diffusion benchmarks while either matching or exceeding accuracy on recognized code evaluation metrics, including various editing tasks. This exceptional performance not only establishes a new standard for the trade-off between speed and quality in code generation but also highlights the practical effectiveness of discrete diffusion techniques in real-world coding environments. Furthermore, its achievements pave the way for improved productivity in coding tasks across diverse platforms, potentially transforming how developers approach code generation and refinement.

What is Altar-1?

The Aikido Altar is a state-of-the-art open-weight security framework designed to provide organizations with sophisticated defensive security intelligence specifically adapted to their infrastructure needs. This system is particularly effective in environments that demand sovereign security, safeguarding sensitive materials such as source code, architectural blueprints, vulnerability reports, and various confidential data within the organization's perimeter, preventing any sharing with outside inference services. Utilizing the GLM-5.3 architecture, Altar incorporates methods like quantization and expert pruning that reduce the model size from a substantial 1.51 TB in full precision to a more manageable 328 GB, while still preserving most of the original model's reasoning and security capabilities. The architecture maintains 168 of the originally 256 routed experts in each backbone expert layer and employs a W4A16 representation, improving its utility for security tasks that necessitate managing large and evolving context windows. Expert selection was calibrated using internal pentesting data alongside multilingual resources, ensuring that no client data was involved, thus maintaining the integrity of cybersecurity, programming, and language processing capabilities. This groundbreaking strategy not only simplifies the deployment process but also enhances the organization's defense against new and evolving threats, ensuring robust protection in an increasingly complex digital landscape. Furthermore, the ongoing development of additional features aims to further bolster the system’s resilience and adaptability to future security challenges.

Media

Media

Integrations Supported

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

Integrations Supported

API Availability

API Availability

Has API

Pricing Information

Free
Free Version

Pricing Information

$350 per month
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

24 Hour Support
Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub
Online Training

Company Facts

Organization Name

ByteDance

Date Founded

2012

Company Location

China

Company Website

seed.bytedance.com/en/seed_diffusion

Company Facts

Organization Name

Aikido Security

Date Founded

2022

Company Location

Belgium

Company Website

www.aikido.dev/blog/aikido-altar-open-weight-ai-sovereign-security

Categories and Features

AI Code Generators

Not specified

AI Models

Not specified

AI Video Models

Not specified

Large Language Models

Not specified

Categories and Features

AI Cybersecurity

Not specified

AI Models

Not specified

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