---
title: "Structural Innovation & Ultra-High Context Efficiency\n\n🔹 Novel Attention: Token-wise compression + ..."
source_name: "DeepSeek(@deepseek_ai)"
original_url: "https://x.com/deepseek_ai/status/2047516936289017964"
canonical_url: "https://www.traeai.com/articles/f304ff72-ef86-46ec-be17-26b927f06f58"
content_type: "tweet"
language: "中文"
score: 5
tags: []
published_at: "2026-04-24T03:24:13+00:00"
created_at: "2026-04-24T11:36:35.999331+00:00"
---

# Structural Innovation & Ultra-High Context Efficiency

🔹 Novel Attention: Token-wise compression + ...

Canonical URL: https://www.traeai.com/articles/f304ff72-ef86-46ec-be17-26b927f06f58
Original source: https://x.com/deepseek_ai/status/2047516936289017964

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## Content

Title: DeepSeek on X: "Structural Innovation & Ultra-High Context Efficiency

🔹 Novel Attention: Token-wise compression + DSA (DeepSeek Sparse Attention).
🔹 Peak Efficiency: World-leading long context with drastically reduced compute & memory costs.
🔹 1M Standard: 1M context is now the default https://t.co/7EqOQYfWBH" / X

URL Source: http://x.com/deepseek_ai/status/2047516936289017964

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Structural Innovation & Ultra-High Context Efficiency![Image 1: 🔹](https://abs.twimg.com/emoji/v2/svg/1f539.svg)Novel Attention: Token-wise compression + DSA (DeepSeek Sparse Attention). ![Image 2: 🔹](https://abs.twimg.com/emoji/v2/svg/1f539.svg)Peak Efficiency: World-leading long context with drastically reduced compute & memory costs. ![Image 3: 🔹](https://abs.twimg.com/emoji/v2/svg/1f539.svg)1M Standard: 1M context is now the default across all official DeepSeek services. 4/n

[![Image 4: Image](https://pbs.twimg.com/media/HGo4dwSagAEiVVx?format=jpg&name=small)](https://x.com/deepseek_ai/status/2047516936289017964/photo/1)

[3:24 AM · Apr 24, 2026](https://x.com/deepseek_ai/status/2047516936289017964)

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