I'm not sure if it's OP's software not being compatible with macOS 15/Sequoia, or if it's my habits and "cyber hygiene", but I get pretty much zeroes (read: no inferences) all across the board when digging through my data. Anyone else on "old" macOS seeing the same?

My understanding is that collecting these data and constructing the knowledge graph violates the European General Data Protection Directive (GDPR). According to the GDPR, personal data (such as an email's sender name and email address) are provided for a specific purpose (in the case of sending an email, for identifying the sender and facilitating email replies). Similarly, a calendar invitation is provided to organize a meeting. Processing that data for a different purpose (as described here, for constructing a knowledge graph) without the subject's explicit consent is unlawful.

It’s not like Apple is actually hiding this. I mean it’s sitting there in perfectly readable structured format. I’m most surprised this isn’t known earlier, it indicates to me how little MacOS users investigate their own devices if we are talking about this 4 years after it rolled out.

Can we start a class action suit?

I hate this. On the plus side, it can't work out if my (age-appropriate, feminine) wife is more likely to be my son or daughter, but lists them as as-likely-to-be my partner as my deceased father.

great, now how do I nuke it?

Fix available at https://www.debian.org/ ;) jk, I've got a Mac.

I'm glad I don't have any contacts/photos in iCloud or locally, don't use FaceTime/iMessage etc. Contacts are in DAV. Mail is webmail. Photos self hosted with Immich. I do have my Calendar on my Mac, that's it.

Mac is totally Windows-ified now. Have you seen the new user setup steps for MacOS 27? SO MANY CLICKS! And a plethora of debloating tools now, to disable Apple Intelligence etc. Sigh

(oh and MacOS 27.2 has SO many bugs I've lost count within just 24 hours of upgrading. Can't even trust x.2 releases now)

can we block these two processes using little snitch?

Uh, am I the only one for whom my Mac apparently knows next to nothing about my social circles beyond my parents?

(MacOS Golden Gate 27.1, and yes some of the pages do say that the data isn't working, but the ones that do work are hilariously wrong once you get beyond my parents, which, since they are noted as "mom" and "dad", well, that's a freebie.

I'm definitely not your average user, but still. It has eight photos of me but since I generate random EXIF data when they get moved onto my hard drive and I use an Android phone, the identification between photo and me, - and I video chat, facetime with my mom who's on vacation in Egypt and my dad who's on business in China, among others, did not seem to get recorded. I also have a half-sister who is not mentioned anywhere, but it did identify an obviously fake entity in my contacts as my: family, partner, child, and sibling. None of that is true. It also identified a throwaway number that I control as part of my family, a friend of is dead as my family, my lawyer misses the cut at 0.47 for friends, my aunts, cousins, and uncles do not make the list. Some are mostly overseas - Canada, China, Hong Kong, but my father spends 6 months out of the year in China and makes the list. My partner, to whom I'm not married and have no plan to do so, but does live with me 6 months out of the year and works on her family's ranch in the state and we even share family plan for our phone service, is nowhere on the list, and she has an iPhone.

Johnny Appleseed features prominently in my FAF. One of my close friends is known only through an employer, even though I'm self-employed. I'm not much of a photo-taker and certainly not with my iPad, and so the photo clusters are mainly... baseball cards, which I process via a ADF scanner, since taking 5 digits worth of baseball cards, front and back, is ridiculous.But not more ridiculous than how it seems unable to fully or even partially beyond the most basic aspects of the data it can access to make connections with any sort of certainty that is correct. It identified half of my exes but only barely. It decided that obviously fake (555 area code, come on) entries in my contacts as close friends, and it seems to make the fundamental mistake of creating connections under the assumptions that seems ripped from Anna Karenina, but only made its way half through the epigraph and mistranslated it.My MacBook does not get turned off entirely unless I'm out and about with it, but it's easier to simply use my iPad Pro M4 and my Pixel - neither particularly known for privacy - instead of lugging my entire setup around unless I'm going on a trip, which happens twice a year usually.

I get the sense that this shows what my MacOS doesn't know what to do with the data it has. I'm not going to enrich it so, let it be, I guess. But just to be clear, I'm not the partner, father, and sibling of some entity that I have never had any contact with. I also do not use Apple Mail (eM Client is what I prefer). Although now I'm going to dig up an Almodovar movie or something I guess.