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I used Swappa to buy my last phone. Not certified, but much cheaper. The condition of phones is "graded," and the sellers have an incentive to keep their reputation on the platform high. I had good luck, the one time I used it, at least.

Israel, Iran, or the US?

Used Teams for a bit. Seemed fine, just used it like any other IRC clone. Didn't use it for video. Windows has a lot of annoyances; death by a thousand cuts. The Windows ecosystem also sucks: to the point where graphic card and mouse driver installers try to install spyware.

Kinda weird GPT4-Chan wasn't referenced. A guy fine-tuned GPT-J on 4chan, then deployed bots to write posts. I guess it was more of a stunt than academic or scientific, but training on 4chan improved the model's performance on a truthfulness benchmark.

Yeah, that's how they sell it. Problem is, studies have shown the fraud in these programs isn't much of an expense, in the broader context. And, Trump has granted clemency to Lawrence Duran, who stole $205M from Medicare, which tells you they don't really care about that. These programs are actually pretty efficient, and spending funds to investigate small-time fraud would often cost more than just letting it happen. It's not like tons of people wish to be on our shitty social programs that don't even supply enough help for the people that absolutely need it.

Kinda depressing that all of big-tech seems to have given up "innovating" (finding applications for publicly-funded research), and have become rent-seeking dinosaurs.

From the people I know, who do depend on these programs and like Trump, they don't believe they will have their benefits reduced. The think the other people, "taking advantage" of the system will be kicked off. It's being sold as reducing fraud and abuse. The right-wing has been pushing this framing for decades, and many people have bought into it.

but it turns out all that cash was going toward a workforce of over 700 Indian engineers, rather than an AI.

I doubt much of that cash was going to their workforce. Should have though.

A lot of the immigrant labor has been at least slave-like for decades too. Under constant threat of deportation on their "employer's" whim. Fairly common for "employers" to take documented worker's documentation to hold them hostage. Reports of some farmers housing and working workers fenced-in, having them working under gunpoint. Some farmers have been caught buying and selling immigrants amongst each-other. I remember a report of a meatpacking plant calling ICE on its own employees to have them deported after they started asking for better treatment, then just hiring more immigrants to replace them. Hell, I even remember near where I grew up, you could see the shed-like shacks from the road on one farm where they kept the migrant workers; no electricity, didn't look like they had any running water either.

I think they could just print money to pay instead of defaulting because the debt is denominated in USD (still disastrous though).

There are multiple videos to corroborate.

current large models like ChatGPT model more “neurons” than are in the human brain

I don't think that's true. Parameter counts are more akin to neural connections, and the human brain has something like 100 trillion connections.