Meh, startups and businesses are capitalist organizations, and I think the idea of patents is questionable outside capitalism, so these wouldn’t really be a good metrics. I’d guess the richest countries “innovate” the most because they can support more risky endeavors. The U.S. is the capitalist imperial core, so it probably innovates the most. Other capitalist nations like Haiti, probably not so much.

The best measure of innovation would probably be something like scientific publications. China wins by raw numbers, Vatican City wins per-capita (???).

IMO, the U.S. will become similar to Russia. It’s not some sudden societal collapse scenario; just an oligarchy with high levels of corruption and incompetence. Most people will conform or keep their heads down to avoid the consequences of stepping out of line. If you’re in a possibly targeted group, you may want a valid passport though. And it’s always been a good idea to keep at least a months worth of non-perishable food on hand in case of supply chain disruptions. Possibly stuff like emergency propane heaters and a propane tank could be useful too (they’ve been useful for me in the past already without an authoritarian government or social unrest). Knowing your neighbors and helping eachother out in little ways is probably the most powerful thing though.

Source? First I’ve heard of anything like this. I’d imagine a lot of things would have to be settled in court given the US’s strange laws giving states so much leeway in how they conduct federal elections.

I use LLMs for multiple things, and it’s useful for things that are easy to validate. E.g. when you’re trying to find or learn about something, but don’t know the right terminology or keywords to put into a search engine. I also use it for some coding tasks. It works OK for getting customized usage examples for libraries, languages, and frameworks you may not be familiar with (but will sometimes use old APIs or just hallucinate APIs that don’t exist). It works OK for things like “translation” tasks; such as converting a MySQL query to a PostGres query. I tried out GitHub CoPilot for a while, but found that it would sometimes introduce subtle bugs that I would initially overlook, so I don’t use it anymore. I’ve had to create some graphics, and am not at all an artist, but was able to use transmission1111, ControlNet, Stable Diffusion, and Gimp to get usable results (an artist would obviously be much better though). RemBG and works pretty well for isolating the subject of an image and removing the background too. Image upsampling, DLSS, DTS Neural X, plant identification apps, the blind-spot warnings in my car, image stabilization, and stuff like that are pretty useful too.