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NewsTopic · 微软上下文保险库Material1 min readDisconfirmAI Editorial

Microsoft tests 'Context Vault' for Windows 11, replacing automatic screenshots with manual content addition

Microsoft is testing a new Windows 11 app called 'Context Vault' as an alternative to the controversial Recall feature. Unlike Recall, it requires users to manually add content and leverages cloud AI rather than automatic local screen capturing.

2026-10-23 18:55 GMT+8

According to TechRadar, Microsoft is testing a new application called 'Context Vault' designed to offer an AI-powered supercharged search experience for Windows 11, but with a fundamentally different privacy mechanism than Recall. Unlike Recall, which is built into the OS and automatically takes regular screenshots of PC activity, Context Vault must be actively installed from the Microsoft Store and requires users to manually add files, web pages, or clipboard text to the vault for the AI to process and retrieve them.

This design shift directly addresses public concerns about the privacy implications of Recall's automatic screen recording. In Context Vault, users maintain full control over what data is indexed. Additionally, the app does not strictly require a Copilot+ PC with a powerful local NPU, as it can leverage cloud-based AI, although this introduces its own set of privacy considerations. Reports indicate Microsoft is also considering further security measures such as encryption, per-app access controls, and requiring Windows Hello login to protect the vault.

The feature is currently in early testing and is not yet officially listed in the Microsoft Store. Initial reactions are mixed, with some skeptics viewing it as solving a non-existent problem, while others welcome the more controlled approach to AI search. Whether Microsoft will ultimately integrate this functionality into Windows 11 remains uncertain.

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Sources

  • techradar.comTechRadar↗
Topic

微软上下文保险库

美国微软公司正在秘密测试一款名为“上下文保险库”(Context Vault,代号Project Pantheon)的Windows 11应用,旨在作为备受争议的Recall功能的替代方案。与Recall自动截取屏幕不同,该应用要求用户手动…

3 steps1 piecesUpdated 2026-10-26 22:05

How it got here

  1. 2026-10-23Windows Latest发现微软在Microsoft Store中有一个未列出的应用“Context Vault”,它是Recall的替代方案,允许用户手动添加内容并利用云端AI进行搜索。windowslatest.com ↗
  2. 2026-10-23PCMasterInsider报道该项目代号为“Project Pantheon”,基于“Context IO”架构,支持通过MCP协议将存储的记忆共享给Claude或Cursor等第三方AI工具。pcmasterinsider.com ↗
  3. 2026-10-26TechRadar分析指出,虽然Context Vault避免了自动截屏,但其依赖云端AI处理引发了新的隐私担忧,且早期用户批评其为“解决不存在的问题”。techradar.com ↗

What is still unsettled

  • 微软是否会在正式版本中引入端到端加密以缓解云端处理的隐私顾虑?
  • Context Vault是否会完全取代Recall,还是两者将在Windows 11中长期共存?
  • 第三方AI工具(如Claude)访问用户本地存储数据的权限边界如何界定?
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