DeepSeek V3.2: Fast AI with Long Context

DeepSeek V3.2 is the fastest way to work with files. Whether it's a full-length novel or tens of thousands of lines of code, V3.2 can read it instantly and provide expert advice.

Key Features

DeepSeek V3.2 Speed

128K Token Context Window

Supports up to 128K token context window, enabling comprehensive understanding of long documents and complex conversations without losing context.

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DeepSeek V3.2 File Support

Top-tier Training

Trained on large-scale high-quality data including multilingual text, code, scientific papers, and more, ensuring broad knowledge and exceptional accuracy.

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DeepSeek V3.2 Office Support

Advanced Reasoning Capabilities

Excellent performance in reasoning, math, coding, and knowledge QA. Especially surpasses many existing models in complex reasoning tasks and problem-solving.

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How to use DeepSeek V3.2?

1

Ask Your Question

Type your question for fast, accurate answers.

2

Add Documents

Upload files or text for context—up to 128K tokens.

3

Get Quick Results

Receive instant responses to keep your work moving.

DeepSeek V3.2 vs. The Competition

2026 Benchmarks

GPT 5.2

DeepSeek V3.2

Context Window

128,000 Tokens

128,000 Tokens

AIME 2025 (Math)

85%

96.0%

IMO 2025 Score

25/42

35/42 (Gold Medal)

Architecture

Standard Attention

DSA (Sparse Attention)

Frequently Asked Questions

DeepSeek V3.2 combines blazing-fast inference speeds with a massive 128,000-token context window in an optimized MoE architecture. Trained on 2T+ high-quality tokens including multilingual text, code, and scientific papers, it delivers exceptional performance for speed-critical applications while maintaining comprehensive document understanding capabilities.
V3.2 processes entire books, lengthy legal documents, or complex codebases (up to ~100,000 words) in seconds. Its DSA (Dynamic Sequence Attention) optimization delivers 3x faster inference than comparable models. File handling supports PDFs, Word documents, code files, and spreadsheets with instant Q&A capabilities across all uploaded content.
V3.2 excels at document analysis and summarization, enterprise knowledge management, rapid code review across large repositories, multi-file project analysis, literature review, and any scenario requiring fast processing of extensive text. Its speed makes it ideal for real-time applications and high-volume document workflows.
V3.2: 128K context, optimized for speed and general tasks, instant response times. R1: Same context, optimized for deep reasoning, slower but more thorough. V3.2 uses MoE architecture activating 37B parameters per token from 671B total. Best for quick analysis; R1 for complex problem-solving. Both available on Flowith with free credits.
Flowith leverages V3.2's speed through: The Speed Optimizer for instant responses, The File Manager handling unlimited documents with 128K context, The Multi-Document Analyst for cross-reference analysis, and the Real-Time Processor for live workflows. Flowith's canvas interface visualizes large document relationships, making V3.2's extensive context window fully exploitable.

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Claim your daily credits and experience lightning-fast AI with unlimited memory.

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