Spyke

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I built the first 100% private, on-device "For You" feed on the fediverse

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Thanks a bunch! It took me a while to craft the solution to make sure it was both effective + private. I was originally inspired by Canopy. They built a news aggregator with private & personalized posts a few years back and the idea sat in my head.

To answer your question(s), there are quite a few signals that big tech uses to recommend content. Not all of them are privacy invasive (or at least they don't HAVE to be). My approach was to do thorough research on the different signals used by big tech to make their recommendation engines, and just build ones that 1.) were possible given fediverse API limitations and 2.) private. I had to craft some novel approaches to make it work but I'm pretty happy with the outcome!

One of the biggest differences between the "big tech" approach and Quiblr's is that most big tech does not keep data simply on your device. They store it in datacenters to build large social-webs to essentially cluster users (and push more relevant ads).

But I was able utilize many of the other signals used by big tech (e.g. communities you engage with, metadata of content you read, dwell time, post/comment/vote activity) and I designed it to work offline with no servers.

Edit: grammar

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Lemmy community discoverability is not user-friendly and can be improved App side

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You make great points. I think this should be one of the top goals for frontend Lemmy devs. Most users are not super technical. The fediverse (lemmy included) should work with minimal friction to be accessible.

If you're open to it, I'd love to get your feedback on my Lemmy frontend's onboarding and overall user experience. I've been trying to make it simple, effective, and accessible. I can DM you!

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Quiblr client goes open source

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The recommendation engine is 100% private and on-device + it can be turned off via settings. It's novel and more experimental, but I wanted it to be available for folks to get more relevant content

For the remove duplicate posts feature, it keeps whichever is 1st in the feed (so it depends which sort method is used). It only applies for posts with the same title and from the same OP. Another experimental feature, but this has been a particular point of annoyance that I've heard from folks (i.e. the same exact post filling up a feed)

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Lemmy community discoverability is not user-friendly and can be improved App side

I built the Quiblr web app. I love the idea of being able to filter results for a given instance! I will see if I can push an update tonight

Edit: I pushed an update to implement Advanced Search options on the Communities Page. Given how the API works, community IDs are different between each Instance so you can't view the post feed on another Instance's community -but- I made a solution that lets you VIEW the communities on different instances (regardless of your home instance). If you are not signed in, you can change the instance with a single button push.

Hope your friend finds this feature helpful!