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ease
features
design
support

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Description

DeepSeek-V3.2-Speciale is the most advanced reasoning-focused version of the DeepSeek-V3.2 family, designed to excel in mathematical, algorithmic, and logic-intensive tasks. It incorporates DeepSeek Sparse Attention (DSA), an efficient attention mechanism tailored for very long contexts, enabling scalable reasoning with minimal compute costs. The model undergoes a robust reinforcement learning pipeline that scales post-training compute to frontier levels, enabling performance that exceeds GPT-5 on internal evaluations. Its achievements include gold-medal-level solutions in IMO 2025, IOI 2025, ICPC World Finals, and CMO 2025, with final submissions publicly released for verification. Unlike the standard V3.2 model, the Speciale variant removes tool-calling capabilities to maximize focused reasoning output without external interactions. DeepSeek-V3.2-Speciale uses a revised chat template with explicit thinking blocks and system-level reasoning formatting. The repository includes encoding tools showing how to convert OpenAI-style chat messages into DeepSeek’s specialized input format. With its MIT license and 685B-parameter architecture, DeepSeek-V3.2-Speciale offers cutting-edge performance for academic research, competitive programming, and enterprise-level reasoning applications.

Description

Nebius Token Factory is an advanced AI inference platform that enables the production of both open-source and proprietary AI models without the need for manual infrastructure oversight. It provides enterprise-level inference endpoints that ensure consistent performance, automatic scaling of throughput, and quick response times, even when faced with high request traffic. With a remarkable 99.9% uptime, it accommodates both unlimited and customized traffic patterns according to specific workload requirements, facilitating a seamless shift from testing to worldwide implementation. Supporting a diverse array of open-source models, including Llama, Qwen, DeepSeek, GPT-OSS, Flux, and many more, Nebius Token Factory allows teams to host and refine models via an intuitive API or dashboard interface. Users have the flexibility to upload LoRA adapters or fully fine-tuned versions directly, while still benefiting from the same enterprise-grade performance assurances for their custom models. This level of support ensures that organizations can confidently leverage AI technology to meet their evolving needs.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

DeepSeek
DeepSeek V3.1
Devstral Small 2
FLUX.1
Gemma 4
Hermes 4
Kimi K2
Kimi K2.5
Llama
Llama 3.3
Llama Guard
Mistral AI
Mistral NeMo
NVIDIA Llama Nemotron
Nebius
QwQ-32B
Qwen
Qwen3-Coder
gpt-oss-120b
gpt-oss-20b

Integrations

DeepSeek
DeepSeek V3.1
Devstral Small 2
FLUX.1
Gemma 4
Hermes 4
Kimi K2
Kimi K2.5
Llama
Llama 3.3
Llama Guard
Mistral AI
Mistral NeMo
NVIDIA Llama Nemotron
Nebius
QwQ-32B
Qwen
Qwen3-Coder
gpt-oss-120b
gpt-oss-20b

Pricing Details

Free
Free Trial
Free Version

Pricing Details

$0.02
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

DeepSeek

Founded

2023

Country

China

Website

deepseek.com

Vendor Details

Company Name

Nebius

Founded

2022

Country

Netherlands

Website

nebius.com/services/token-factory/enterprise-grade-inference

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