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DeepSeek Launches V3.2-Exp With Sparse Attention, Paving Path to Next-Gen AI

Muhammad Bin Habib

Written by Muhammad Bin Habib

Mon Sep 29 2025

Learn why V3.2-Exp matters, what sparse attention brings, and how DeepSeek positions it in its roadmap.

DeepSeek Launches V3.2-Exp With Sparse Attention, Paving Path to Next-Gen AI

San Francisco / September 29, 2025 — DeepSeek has unveiled V3.2-Exp, an experimental model that introduces DeepSeek Sparse Attention (DSA). Built on top of V3.1-Terminus, the new release is framed as a bridge toward a next-generation architecture.

The company says DSA improves efficiency for both training and inference while extending the ability to process longer sequences. Analysts note that handling long context windows has become a central competitive challenge in 2025, and DeepSeek’s approach could lower costs for developers working with complex, memory-heavy workloads.

V3.2-Exp is available immediately through the DeepSeek app and API. Pricing changes have been hinted at but not fully detailed, with developers encouraged to check the API console for current rates. The firm has called this an interim release, signaling larger architectural updates to come.

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Explore What Sparse Attention Means

Explore What Sparse Attention Means

DeepSeek released V3.2-Exp with new sparse attention technology, promising efficiency, speed, and longer context handling across app and API. Explore with AI Chat.

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Frequently Asked Questions

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