position in part because of what he saw as superficial celebrations of DEI. He's written a piece called Confessions of a Token Black Professor in which he talks about some of the experiences that frustrated him at Bates College.So when I arrived at Bates um uh after my first year, I was asked to chair the uh Martin Luther King Jr. Day committee,
Courage so what happens is they're given tokens what there this is a story in stories we have you know objectivecorrelatives we have objects that correlate to we have metaphors but what
democratized this technology that was once in the nineties, for example, you needed equipment that cost hundreds of thousands of dollars to do compression. It was the size of a car, So token ring is something that probably almost no one knows about anymore. It's a networking technology where you don't have routers, right?
And it'll generate tens to hundreds of tokens . Say token is normally a word for common words or a sub-word part in a longer word. And it'll look like a very high quality Reddit or Stack Overflow answer.
They are surgeons, lawyers, engineers, doctors. the token person of color.
But very soon, we will be giving-- for making an investment on Ample Food, or in any project-- let's say 100 Republic tokens -- each token , at 1 point, will represent a portion of future income that Republic takes in. OK. So that-- imagine back when-- in the early day, when Amazon just had 10 companies on the platform,
The Canadians don't really love this idea-- there's one. The token Canadian. Oh, two. I'd say, statistically, it's about right.
So they spend 20 and they get 40 dollars worth of buying power. The token can only be spent on Michigan grown fruits and vegetables. So what we're doing with this program is we're encouraging people -- we're incentivizing them to bring their federal food assistance dollars -- right now I talked about the percentage of the
further innovations uh in the revolution. Now electricity is kind of like the input and the output are tokens . So we're using energy is coming in and then tokens are coming out. But these tokens which we experience right as text, image, video, audio files or even uh uh in the case of the recent Nobel Prize right you know protein structures right uh alpha fall Google um that's very remarkable the fact that uh you can uh essentially uh use floatingoint numbers uh to actually build these kind of representations which we find useful but the point is they are
You know, Hunter S. Thompson has this line, that the only way to find out where the edge, where the line is, is by crossing it. Those tokens , people are curious, they ask a question, and they find something out, and it truly could be life changing.
They pick individual stocks hoping to earn really high returns. They trade individual stock options. Uh they trade crypto tokens and all that kind of stuff. And a lot of those types of risks have negative expected returns, or they have high costs if you're doing a lot of trading.
With decentralized systems based on blockchain tokens , though, there's no longer a division or no longer such a clear division at least between the users and owners. The tokens become a wealth sharing mechanism, which is a way that everyone, even the average consumers, the average users, can get a piece of the future of the internet.
So we're all just looking at like green X's on the screen, and we're like coordinating, jumping up, spinning around, like shooting things. Pulling tokens , rolling dice. So, go token four!
The game is simply, we have this string of tokens that, you know, might be 30 long, and we're asking what are the odds that the next token is this or this or this? - But today's large language models don't treat all those tokens equally, because unlike simple Markov chains, they also use something called attention,
Well, okay. Obviously, we have laws, and if people are defrauded, those people need to be punished severely. But on the same token , if consumers, if they know there's a probability of being defrauded, will be more careful. And the more careful they are, the less likely you get people engaging in fraud.
no-reply token . So I gave him an option to shut up. So it, it feels more natural.
And then, when this release was happening, we don't know their exact timeline, or soon after they were finishing the training of a different training process from the same next-token prediction-based model that I talked about, which is when this new reasoning training that people have heard about comes in, in order to create the model that is called DeepSeek-R1.
- Yeah, so pre-training, I'm using some of the same words to really get the message across, is you're doing what is called autoregressive prediction to predict the next-token in a series of documents. This is done over standard practice is trillions of tokens .
And by that same token , you can’t overcome your biases on your own, either.
And the same token , Jewish food isn't just deli food.
By the same token , the Amish have what's called Rumspringa, which is when young people are allowed to go out into the modern world
White enough to be token , but too Black to show it.
And in the same token , we just need to use our-- I'm going to be on a soapbox.
By the same token , we also play a much more interactive role with the censors.
But by the same token , in the case of Debussy, the culture that was around him was not prepared, necessarily, to accept what he was going to give them so freely and so
Like if I have a share of any company on your platform, and in five years, they are really doing super well, I can divide my token in as many as I want, because it's infinitely dividable-- I don't know how you say. You can infinity divide it-- and then transfer this to anyone, globally, in the world without any overhead or expense.
And I'm certainly not feeling like I'm being incentivized by it. If you apply a token economy around it and enable people to make money when-- or share in that economic value of data and a choice to opt out, I think you're going to get so much opting in that, net-net,
And by the same token , what happens when those aspects are not part of our work environment.
And by the same token , the phone is creating an entire infrastructure of payments, of communication.
of the future of the internet. So the token is kind of a unit of account that prices users back in. It doesn't even end there.
But by the same token , when you're president, you want to get things done.
And by the same token , what Deborah does, she's got exactly the right model going in the sense of, if you're on the back end
In the same token , when we get our energy from the sun, we would think of the sun as being male, or Father Sky.
So I was the token Lutheran, and the only white southern pastor that was in the group.
But by the same token , I think the reality is almost every writer you've ever heard of had a day job.
And by the same token , you see the army people here that are also well-dressed and putting them on the bus.
when you say "token ring." Yeah, that dates me, too.
By the same token , one of the things when I bring friends to African restaurants, they take one bite of the meat and they immediately
It's the token black guy inside a black costume, maybe that's not cool.
They have one token small guy on the board, and it's been me.
By the same token , it distinguishes those cheesemakers, as it should.
By the same token , we're starting to see stuff where college students are going and cultivating relationships with DJs because it gets
By the same token , it seems unlikely that your brain would have a mechanism where it switches back and forth.
His name is Token .
But by the same token , you don't really have a whole lot of lifelong friends.
But by the same token , they can only get these results when they pretreat the floor with salmonella.
And by the same token , there were some selection bias.
And by the same token , I don't try not to be French.
your Wizard of Oz quiz now at the end what is the Scarecrow given by uh he is given something a token an image a gift by the wizard what is he given do we remember just yell it out what well he's given an image that represents brain power which is a diploma
were not token black invitees at this particular party but they were the stars of the evening for one night all the