Who said they need to retrain? A small modification to their weights in each copy is enough. That's basically training with extra steps.

I want to sell my gold teeth

This has actually been done for quite a long time. Roman historians could look up common words in databases from partial words and get a pretty good guess at the overall inscription from context.

the US the 50 states basically act like they are different countries instead of different states. There's a lot of back and forth on that - through the last 50+ years the US federal government has done a lot to unify and centralize control. Visible things like the highway and air traffic systems, civil rights, federal funding of education and other programs which means the states either comply with federal "guidance" or they lose that (significant) money while still paying the same taxes... making more informed decisions and realise that often the mom and pop store option is cheaper in the long run. Informed, long run decisions don't seem to be a common practice in the US, especially in rural areas. we had a store (the Jumbo) which used to not have discounts, but saw less people buying from them that they changed it so now they are offering discounts again. In order for that to happen the Jumbo needs competition. In rural US areas that doesn't usually exist. There are examples of rural Florida WalMarts charging over double for products in their rural stores as compared to their stores in the cities 50 miles away - where they have competition. So, rural people have a choice: drive 100 miles for 50% off their purchases, or save the travel expense and get it at the local store. Transparently showing their strategy: the bigger ticket items that would be worth the trip into the city to save the margin are much closer in pricing. retro gaming community GameStop died here not long ago. I never saw the appeal in the first place: high prices to buy, insultingly low prices to sell, and they didn't really support older consoles/platforms - focusing always on the newer ones.

Realistically, you don't need security, NAT alone is enough since the packets have nowhere to go without port forwarding. But IF you really want to build front end security here is my plan. ISP bridge -> WAN port of openwrt capable router with DSA supported switch (that is almost all of them) Set all ports of the switch to VLAN mirroring mode bridge WAN and LAN sides Fail2Ban IP block list in the bridge LAN PORT 1 toward -> OpenWRT running inside Proxmox LXC (NAT lives here) -> top of rack switch LAN PORT 2 toward -> Snort IDS LAN PORT 3 toward -> combined honeypot and traffic analyzer Port 2&3 detect malicious internet hosts and add them to the block list (and then multiple other openwrt LXCs running many many VPN ports as alternative gateways, I switch LAN host's internet address by changing their default gateway) I run no internal VLAN, all one LAN because convenience is more important than security in my case.

If you're after text, there are a number of options. If you're after group voice, there are a number of options. You could mix and match both, but "where everyone else is" will also likely be a factor in that kind of decision. If you want both together, then there's probably just Element (Matrix + voice)? Not sure of other options that aren't centralised, where you're the product, or otherwise at obvious risk of enshittifying. (And Element has the smell of the latter to me, but that's another topic). I've prepared for Discord's inevitable "final straw" moment by setting up a Matrix room and maintaining a self-hosted Mumble server in Docker for my gaming buddies. It's worked when Discord has been down, so I know it works. Yet to convince them to test Element...

Only way I'll want a different phone brand is if it comes with ZERO bloatware and has an excellent internal memory/storage cleanse that has nothing to do with Google's Files or a random app I'm not sure I can trust without paying or rooting. So far my A series phones do what I need mostly and in my opinion is superior to the Motorola's my fiancé prefers minus the phone-phone charge ability his has, everything else I'm just glad I have enough control to tweak things to my liking, however these days Samsungs seem to be infested with Google bloatware and apps that insist on opening themselves back up regardless of the widespread battery restrictions I've assigned (even was sent a "Stop Closing my Apps" notif that sent me to an article ) short of Disabling many unnecessary apps bc fully rooting my devices is something I rarely do anymore. I have a random Chinese brand tablet where I actually have more control over the apps than either of my A series phones whee Force Stopping STAYS that way when I tell them to! I hate being listened to for ads and the unwanted draining my battery life and data (I live off-grid and pay data rates because "Unlimited" is some throttled BS) so my ability to control what's going on in the background matters a lot to me, enough that I'm anti Meta-apps and avoid all non-essential Google apps. I can't afford topline phones and the largest data plan, so I work with what I can afford and I'm sad refurbished A lines seem to be getting more expensive while giving away my control to companies. Last A line I bought that was supposed to be my first 5G phone was network locked, so I got ripped off, but it still serves me well in off-grid life. Only app that actually regularly malfunctions when I Force Stop it's background presence is Roku, which I find to have very an almost insidious presence in our lives. Google Play, Chrome, and Spotify never acts incompetent in any way no matter how I have to open the setting every single time I turn Airplane Mode off. Don't need Gmail with Chrome and DuckDuckGo has been awesome at intercepting self-loading ads. I hope one day DDG gets better bc Google seems to be terrible lately and I even caught their AI contradicting itself when asking about if Homo Florensis is considered Human (yes) and then asked the oldest age of human remains, and was fed the outdated narrative of 300,000 years versus 700,000+ years bipedal pre-humans have been carbon dated outside of the Cradle of Humanity in South Africa. SO sorry to go off-topic, but I've got a big gripe with Samsung's partnership with Google, especially considering the launch of Quantum Computed AI that is still being fine-tuned with company-approved censorships.