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每台Mac都自带未记录的家族分类器

Opening

Played bythe Bishop (Dario Pasquini)+the Knight (Michał Bazyli) 2026-10-28

Anatomy of Apple's Personal Knowledge Graph

Every Mac since macOS 13 (2022) ships a pair of daemons whose only purpose in life is to build a graph about who you are, who you know, how those people are related to you and to each other, how you communicate with them, where you go, what you do and when. In this post, we look into how this system works and give you a tool to peek into your own graph.

The position

A family fork: one knight on e2 attacks White's king, queen, rook and bishop at once. White's pieces are the household the graph is about; the knight is the store, one move from every one of them. White's own last move, 18.e3, emptied the square it stands on. White is in check and has one legal reply, Kh1; then the knight takes the queen. The check falls on the one who accepted the terms. What is lost is someone else.

3r1rk1/pp2qppp/8/3p1b2/8/1NQ1P1B1/PP2nPPP/2R2RK1 w - - 1 19

Finding

TargetApple Intelligence / Personal Knowledge Graph

AffectedmacOS 13+, Intel and Apple silicon

ClassPrivacy Personalized AI

What if I told you that every Mac since 2022 ships a pair of daemons whose only purpose in life is to build a graph about you and the people around you: who you are, who you know, how those people are related to you and to each other, how you communicate with them, where you go, with whom, what you do and when. This graph is built on device by cross-referencing pretty much everything on the machine: Contacts, Calendar, Photos, Messages, Mail, location, Screen Time and a long tail of behavioral signals. And, more importantly, it is held as a queryable store that LLMs retrieve from (allegedly). Would you believe me?

Well, that's what is happening, and interestingly enough, there is little documentation of how this whole mechanism works on your Mac. The closest thing to an official description is the man page (man 8 knowledgeconstructiond), and this is all you get:

Evidence

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