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What is DeepSeek-V3.2?

DeepSeek-V3.2 represents one of the most advanced open-source LLMs available, delivering exceptional reasoning accuracy, long-context performance, and agent-oriented design. The model introduces DeepSeek Sparse Attention (DSA), a breakthrough attention mechanism that maintains high-quality output while significantly lowering compute requirements—particularly valuable for long-input workloads. DeepSeek-V3.2 was trained with a large-scale reinforcement learning framework capable of scaling post-training compute to the level required to rival frontier proprietary systems. Its Speciale variant surpasses GPT-5 on reasoning benchmarks and achieves performance comparable to Gemini-3.0-Pro, including gold-medal scores in the IMO and IOI 2025 competitions. The model also features a fully redesigned agentic training pipeline that synthesizes tool-use tasks and multi-step reasoning data at scale. A new chat template architecture introduces explicit thinking blocks, robust tool-interaction formatting, and a specialized developer role designed exclusively for search-powered agents. To support developers, the repository includes encoding utilities that translate OpenAI-style prompts into DeepSeek-formatted input strings and parse model output safely. DeepSeek-V3.2 supports inference using safetensors and fp8/bf16 precision, with recommendations for ideal sampling settings when deployed locally. The model is released under the MIT license, ensuring maximal openness for commercial and research applications. Together, these innovations make DeepSeek-V3.2 a powerful choice for building next-generation reasoning applications, agentic systems, research assistants, and AI infrastructures.

What is Amazon Nova 2 Lite?

The Nova 2 Lite is an advanced reasoning model designed to efficiently tackle common AI-related tasks involving text, images, and video content. It generates coherent, context-aware responses while granting users the ability to customize the "thinking depth," which dictates the internal reasoning process prior to delivering an answer. This adaptability allows teams to choose between rapid replies and more comprehensive solutions according to their unique requirements. Its efficacy shines in scenarios such as customer service chatbots, streamlined documentation automation, and improvements in overall business workflows. The Nova 2 Lite consistently performs well in standard evaluation tests, frequently equaling or exceeding the performance of comparable compact models across various benchmarks, underscoring its reliable comprehension and quality of outputs. Among its standout features are the ability to analyze complex documents, derive accurate insights from video content, generate practical code snippets, and offer well-supported answers based on the data provided. Furthermore, its inherent flexibility positions it as an invaluable resource for a wide array of industries aiming to enhance their AI-powered initiatives, ensuring that organizations can confidently leverage advanced technologies to meet their evolving demands.

Media

Media

Integrations Supported

Constellation Gate AI
DeepSeek
Hugging Face
Lorka
Ollama
OpenTag
Oxlo.ai
Shiori
Tabbit Browser
Zo Computer

Integrations Supported

Amazon Bedrock
Amazon Nova
Amazon Nova Act
Amazon Nova Forge
Amazon Web Services (AWS)

API Availability

API Availability

Has API

Pricing Information

Free
Open source
Free Version

Pricing Information

Pricing not provided

Supported Platforms

SaaS
Windows
Mac
On-Prem
Linux

Supported Platforms

SaaS

Customer Service / Support

Not specified

Customer Service / Support

Standard Support
Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

DeepSeek

Date Founded

2023

Company Location

China

Company Website

deepseek.com

Company Facts

Organization Name

Amazon

Date Founded

1994

Company Location

United States

Company Website

aws.amazon.com/nova/

Categories and Features

AI Models

Not specified

AI Reasoning Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

Categories and Features

AI Models

Not specified

AI Reasoning Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

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