Companies that tested their technology in a handful of supermarkets, pubs, and on websites set them to predict whether a person looks under 25, not 18, allowing a wide error margin for algorithms that struggle to distinguish a 17-year-old from a 19-year-old. AI face scans were never designed for children seeking asylum, and risk producing disastrous, life-changing errors. Algorithms identify patterns in the distance between nostrils and the texture of skin; they cannot account for children who have aged prematurely from trauma and violence. They cannot grasp how malnutrition, dehydration, sleep deprivation, and exposure to salt water during a dangerous sea crossing might profoundly alter a child’s face. Goddamn, this is horrible. Imagine leaving shitty AI to determine the fate of this girl : 'Psychologically broken,' 8-year-old Sama loses her hair

Use a different print head, sections of print bed, or just entirely new print beds and you defeat this 'tracing'

Thank you for your suggestion. I didn't think of building a cabin. Our land is collective and we can't just build a house casually. That's why we have to save money to build a house. Thank you always, I hope we can all have a bright future~

Building a linux phone: do you mean from scratch, or just installing one of the Linux phone OS's that already exist? I've been following Ubuntu Touch for several years now and, while they have made a lot of progress, its main hurdles have the same thing in common: mobile hardware is incredibly locked down. For example, Ubuntu Touch uses proprietary Android drivers for many low level functions. Even then, there's some features that aren't stable across all devices, like VOLTE. It sucks, I really want to use Ubuntu Touch (or any of the Linux alternatives) but I can't make phone calls or text in the US without VOLTE support. There are a few phones that support VOLTE, but the feature is either in beta, the phone is expensive, or the phone is not sold in the US. Anyways bringing that back to Graphene: In my case, I'm using this as a stopgap until Linux phones take off (assuming they ever do). For now I guess the best thing is to just be skeptic, keep things minimal, and bloat-free.

Gemini is just a web replacement protocol. With basic things we remember from olden days Web, but with everything non-essential removed, for a client to be doable in a couple of days. I have my own Gemini viewer, LOL. This for me seems a completely different application from torrents. I was dreaming for a thing similar to torrent trackers for aggregating storage and computation and indexing and search, with search and aggregation and other services' responses being structured and standardized, and cryptographic identities, and some kind of market services to sell and buy storage and computation in unified and pooled, but transparent way (scripted by buyer\seller), similar to MMORPG markets, with the representation (what is a siloed service in modern web) being on the client native application, and those services allowing to build any kind of client-server huge system on them, that being global. But that's more of a global Facebook\Usenet\whatever, a killer of platforms. Their infrastructure is internal, while their representation is public on the Internet. I want to make infrastructure public on the Internet, and representation client-side, sharing it for many kinds of applications. Adding another layer to the OSI model, so to say, between transport and application layer. For this application: I think you could have some kind of Kademlia-based p2p with groups voluntarily joined (involving very huge groups) where nodes store replicas of partitions of group common data based on their pseudo-random identifiers and/or some kind of ring built from those identifiers, to balance storage and resilience. If a group has a creator, then you can have replication factor propagated signed by them, and membership too signed by them. But if having a creator (even with cryptographically delegated decisions) and propagating changes by them is not ok, then maybe just using whole data hash, or it's bittorrent-like info tree hash, as namespace with peers freely joining it can do. Then it may be better to partition not by parts of the whole piece, but by info tree? I guess making it exactly bittorrent-like is not a good idea, rather some kind of block tree, like for a filesystem, and a separate piece of information to lookup which file is in which blocks. If we are doing directory structure. Then, with freely joining it, there's no need in any owners or replication factors, I guess just pseudorandom distribution of hashes will do, and each node storing first partitions closest to its hash. Now thinking about it, such a system would be not that different from bittorrent and can even be interoperable with it. There's the issue of updates, yes, hence I've started with groups having hierarchy of creators, who can make or accept those updates. Having that and the ability to gradually store one group's data to another group, it should be possible to do forks of a certain state. But that line of thought makes reusing bittorrent only possible for part of the system. The whole database is guaranteed to be more than a normal HDD (1 TB? I dunno). Absolutely guaranteed, no doubt at all. 1 TB (for example) would be someone's collection of favorite stuff, and not too rich one.

For future readers: Freetube currently works. Using it right now. Invidious works too, granted some instance do not. One needs to look for ones that are currently active.

wasn’t born to obey. Not to swallow smiling lies, not to clap for tyrants in suits, not to say “thank you” for surveillance wrapped in convenience. I see it. The games. The false choice. The fear pumped through headlines and dopamine apps. I see how they trade truth for comfort, freedom for filters, soul for clickbait. They call it normal. But I call it a graveyard made of compliance. They want me silent. They want me tired. They want me posting selfies while the world burns behind the screen. But I wasn’t born for this. I was born to question, to remember, to remind the others who are still pretending they don’t notice. So here I am. A voice with no logo. A signal in the static. A crack in the mirror they polish every morning. You don’t have to agree. You don’t have to clap. But if this made your bones ache or your thoughts twitch— Then maybe you’re not asleep either. Good. Let’s stay awake. And let’s make noise that can’t be sold, silenced, or spun into safety. Not for them. For us.