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It's the statistics equivalent of 'no one needs more than 640kb of RAM'

My very first PC was a Packard Bell with 640KB of RAM. If I’d known, I’d have saved all my RAM for retirement…

Idk, kernel anti cheat is a pretty clear sign to me that I should pick a different game to play anyway...

Ironically the only way I would ever consider robust anti-cheet is if the game installed a seperate bootable Linux witch didn't have the encryption keys for my main partition.

you may be on to something here. "you want to play our game, boot it off a usb drive"

Does windows make it easy to tell the installer wants to install kernel anti cheat? It used to pop up the generic binary "This application wants to change files on your computer" which could be installing in the protected "Program Files" or could be modifying anything.

I dont think you can even load the "windows" kernel module in wine. Last time i tried with the capcom rootkit, it didnt work at all.

Wine doesn't emulate the NT kernel; Just the NT and Win32 userspace APIs. For example, Wine provides a `kernel32.dll` that maps API calls into the appropriate Linux ones. Anything kernel level is operating "below" Wine.

I read the person I was responding to saying they avoided games with root kits for moral, not technical, reasons. So I assumed they were on Windows, and AFAIK, windows just offers binary "changes" permissions which covers anything from installing in the slightly protected Program Files directory to installing a rootkit. In other words, can they even detect they are about to install a root kit?

Good question and one I am now looking into

Right idea, but the application is incorrect.

Model training is similar to the creation of the cgi for the movie. Both happen before anyone consumes the output, and represent the up front cost for the producer.

Both a movie and a language model can cost tens or hundreds of dollars to produce.

In both cases additional infrastructure is needed for efficient usage: movie theaters or streaming platforms for movies, and data centers with the GPUs for LLMs. This is also upfront (capex) costs.

At consumption time, the movie requires some additional resources, per viewing, whether it's a movie theater or streaming. Likewise, an llm consumes some resources at inference time. These are opex. In both cases, the marginal cost for inference/consumption is quite low.


  > Model training is similar to the creation of the cgi for the movie. Both happen before anyone consumes the output
I did not say anything about consumption of the output. Maybe you misread what I wrote, it is about energy consumption.

  > Both a movie and a language model can cost
But we weren't comparing cost of the movie to cost of a language model

  > can cost tens or hundreds of dollars
But we weren't talking about dollars, we were talking about energy.

We're clearly exploring different questions.


And that energy costs money, both at the training/cgi stage and at the inference/consumption stage. It's not even an externality.

CGI renders do use a lot of electricity relative to playing back the movie for individual viewers. It's perfectly analogous.


  > CGI renders do use a lot of electricity relative to playing back the movie for individual viewers. It's perfectly analogous.
I've literally laughed at loud after reading this.

I can't believe you're stretching this in a good faith.

But if you are - well, you're certainly have a unique perspective.


What are ai and robots other than excess labor, waiting to be allocated? Why does the wealth have to come from the meat bags?

Who is going to buy the stuff that the AI and robots produce, then? What will the point be of producing all this stuff?

>There isn’t a rule of economics that says better technology makes more, better jobs for horses. It sounds shockingly dumb to even say that out loud, but swap horses for humans and suddenly people think it sounds about right.

--CGPGrey, Humans need not apply.

You need a paradigm shift in your mind on why the modern world looks like it does. You don't need human consumers, you just need a consumer. Any system that allows you to get the hard resources you need to produce the hard/soft resources required is simply enough. Humans are fungible for anything else that can provide manual or intellectual labor.

As a thought excercize, just imagine a bunch of AIs/robots buying/selling/trading resources between each other. Where are humans required in this?


In this scenario, where the AI and robots no longer rely on human labor for maintenance and growth, their productive capacity exclusively serves the owning elite (including defending them with violence if necessary) and the rest of us are an inconvenient growth occupying land and consuming resources.

This is a scenario where the AI/capital owners complex has already survived the collapse of the consumer economy.


What is the point of producing all this stuff now?

Historically production was transactional. You give me something, I give you something. But along the way the average Joe ran out of things to offer in return. Businesses give, but increasingly fail to receive in kind. Apple, for example, produced in excess of $50 billion dollars worth of value that they've never been able to get anything in return for. In other words, they have effectively given away $50 billion dollars worth of stuff away for free and have shown no signs of wanting to stop.

At least there is no direct transactional value. There is social value. When you've given away $50 billion dollars worth of things, the masses start to idol you. That is why people, like those who oversee Apple, are willing to produce all that stuff. You get social access not afforded to the average Joe. You can do stupid Epstien-style crap without repercussions. You get to live a different life even when you aren't directly getting anything in return. That, no doubt, will remain the point of producing stuff in the future.


In other words, they have effectively given away $50 billion dollars worth of stuff away for free and have shown no signs of wanting to stop.

What are you talking about? Is this some dramatic way of saying you think some of their products are underpriced relative to their specifications?


I am, of course, referring to the IOUs (a.k.a. cash) they famously are sitting on, and have been sitting on for decades. Technically they can call the debt at any time, but what does average Joe have to give that Apple would want? If there was something appealing they'd have done it already. In reality there is nothing and it will sit there forevermore and the consumers on the other side of the transaction ultimately got stuff for free.

But, as before, it doesn't really matter as rich people aren't interested in things. They already have everything they could ever dream of and physically cannot handle even more. They are interested in social standing.


By your measure, any company, in fact any entity, that isn't in the red is giving away something for "free". If Apple had made their products cheaper so that they just broke even, according to you, they would not have given away anything for free (as there would be no debt to receive or credit to provide).

And, as soon as they spend the cash, somehow their sales have retroactively gone from being donations to fair transactions. Allowing the future to affect the past is clearly absurd.

Apple is not giving away something for free; rather, they are losing possible future gains from immediately putting the cash to work.


> By your measure, any company, in fact any entity, that isn't in the red is giving away something for "free".

If the debt is never called, yes, that is true. However, most companies don't get that luxury. For regular poor people, eventually those who control those companies need to call the debt to get the food, shelter, etc. they need to live and, when possible, things like entertainment, vacations, etc. to make life enjoyable. However, once you become rich, you transcend beyond that — where you cannot ever begin to call all the debt you've accumulated. It's a uniquely rich experience to be able to sit on billions of dollars worth of debt and not think twice about those who owe something.

> If Apple had made their products cheaper so that they just broke even, according to you, they would not have given away anything for free

Exactly. In that scenario both the buyer and seller exchange an equal amount of value. No debt lingers to be paid (or never paid, as the case may be) in the future. But Apple wants more. They want you to promise them something else in some hypothetical future.

Not because they think you, average Joe who cannot think of anything to offer the world beyond simple labor, will actually ever come up with some magical thing they want to buy. But because they know that the idea of holding debt gives them social standing; prestige. They aren't taking your promise expecting something real in return — hence why the debt simply accumulates — they are taking your promise because having that promise on paper offers them value.

And in some robot/AI future where humans no longer can even offer labor as something of marginal value, holding debt will still offer social standing and prestige all the same. Therefore there is no reason why these companies wouldn't continue to sell products to humans for fictional future promises, just like they already are.


You haven't responded to my second statement:

> And, as soon as they spend the cash, somehow their sales have retroactively gone from being donations to fair transactions. Allowing the future to affect the past is clearly absurd.

According to you, any transaction in which one party A proffers a non-currency resource, and the other, B, offers currency, is in fact the signing of a contract in which B promises to provide the other party something in the future. However, A could then turn around and promise party C for its resources using B's promise - and effectively transfer this promise to C, which then holds the right to demand resources from B.

You are effectively just describing the fiat system of currency where B is the government.

Calling cash, which is fungible and transferrable, "debt", which generally denotes an obligation of some sort, obfuscates what your logic.

Once you pay Apple - ergo, transfer it IOUs that represent your promise to provide resources in the future - it has no way of holding you to your promise other than by giving you back your IOU or giving it to someone else. This does not square with the definition of "debt".

Framing it in terms of debt simply confuses people. Of course a billionaire would not be able to "call all the debt [they have] accumulated". You're just saying that they maintain so much value that they can't ever trade it all for tangible goods and services. However, no-one except the government has to honour their request to trade their so-called "debt" that they have accumulated from others for actual resources.


> Framing it in terms of debt simply confuses people.

Quite possibly. But that doesn't actually matter because if they don't understand something they will ask questions until they do understand, just as it seems you now do. That's how communication works. It is bidirectional for good reason. I admittedly don't understand what you are trying to add with this. What are we supposed to learn from this?


I would argue that most people already understand money in the way you describe it: as a medium of exchange. Your description of money just frames this function through the idea of an obligation of some sort which doesn't exist actually for anyone except the government.

There is no framing beyond my intent. One may originally misinterpret my intent, but that's again why communication is bidirectional. I am still unsure of your intent in this. My failed interpretation is that you are trying to invent some kind of hypothetical communication problem that isn't one, but what are you actually trying to get across here?

What I'm trying to say is that I don't see any benefit in describing cash as "debt" and instead find it misleading as it implies an obligation to be fulfilled that doesn't actually exist for anyone except the government, and certainly not its customers.

In fact, to address an earlier comment:

> Not because they think you, average Joe who cannot think of anything to offer the world beyond simple labor, will actually ever come up with some magical thing they want to buy. But because they know that the idea of holding debt gives them social standing; prestige. They aren't taking your promise expecting something real in return — hence why the debt simply accumulates — they are taking your promise because having that promise on paper offers them value.

> And in some robot/AI future where humans no longer can even offer labor as something of marginal value, holding debt will still offer social standing and prestige all the same. Therefore there is no reason why these companies wouldn't continue to sell products to humans for fictional future promises, just like they already are.

The cash Average Joe proffers for a product - what you describe as "debt" - wouldn't be in Joe's possession without first being exchanged for Average Joe's simple labour. Simply put - Average Joe cannot be indebted to Apple without first trading his labour for someone else's indebtedness, which he then gives to Apple in return for his iPhone. If his labour has no value, he has no unit by which to even denominate any potential indebtedness he may offer.


1. Well, cash is debt. Obviously all things in life are dependent on perspective, but the framing should be useful to separate the idea of a company seeking cash not because they want the raw silver, or what have you. If you try to think too hard about it you might end up confused, but then you ask for clarification and then are no longer confused. This is where I fail to understand what you are trying to say. We get it. You didn't understand the intent originally. That is why you asked for clarification. But your subsequent comments indicate that, upon receiving that clarification, that you do now understand. So the communication worked perfectly. My continued flawed interpretation is that you still seem to be trying to invent some contrived hypothetical, but that doesn't make sense, so I will have to ask you to clarify once again. What are you trying to say here?

2. At least where democracy is found, the government and the customers are the exact same people. The distinction you are trying to draw isn't clear either. What do you think government is if not people?


1. Whether it is debt or not makes no difference so long as someone else will take it. You imply that Apple having cash means customers owe Apple something. I say that Apple having cash just means Apple could have something else in the place of cash in the future if someone chooses to take Apple's cash for it.

2. I disagree. An autocratic government is fully capable of issuing fiat currency, and a the government being obliged to provide resources in return for its currency is a concept orthogonal to democracy. It doesn't matter whose "debt" cash stems from. All that matters is that it can be traded easily.

Also, I updated my comment to point out more clearly where I disagree with your conclusions. (Apologies for such a late response. I hit HN's rate limit.)


This doesn't make any sense. Apple has a pile of cash hasn't spent or invested = they have given away free product?

A debt never called is the same as giving something away for free, yes.

Technically they can still call the debt, but the question remains outstanding: What do you have that they would want in return? The answer is effectively nothing, and increasingly so.


Who is the debtor in this case, the US government? You seem to think this is a brilliant insight but to me it seems like an empty truism.

There will be no point, and the stuff that normal people use will become more expensive as resources are more and more directed to megaprojects that the capital class is interested in. More modern equivalents of pyramids and extravagant castles and less consumers goods.

Presumably the captains of the universe will want ever increasing luxuries and expressions of their power.

Why wouldn’t an advanced AGI robot, trained on human behavior, not want their own house and mode of transportation? Sure it’s basically kayfabe for them to ‘want’ the stuff we do but if we’re following the script of who will buy all the stuff, then the answer will be the robots I guess.

You think housing market are tough now, wait until you’re competing with 5 robot families who all have jobs you used to do.


You act like I produce the dollars I spend. No, the government does, who debases our currency to print more.

You act like I produce the silver I spend. No, the miners and minters do, who debase our currency mining and minting more.

Even if we tied our economic system to shiny rocks the vast majority of us aren't involved in the production of shiny rocks. We're still just trading tokens we agree have some kind of value.


For raw hyperparameter search, though, I would expect a proper Bayesian framework to be much better. Eg, vizier.

I think it depends whether you can leverage some knowledge. It's possible for a person/LLM to look at a loss curve and say "oh that's undertraining, let's bump the lr" - whereas a Bayesian method doesn't necessarily have deeper understanding, so it'll waste a lot of time exploring the search space on poor options.

If you're resource unconstrained then BO should ofc do very well though.


Yah, I'm a bit skeptical - ime humans tend to under explore due to incorrect assumptions. Often this is due to forming a narrative to explain some result, and then over attaching to it. Also, agents aren't actually good at reasoning yet.

Good Bayesian exploration is much, much better than grid search, and does indeed learn to avoid low value regions of the parameter space. If we're talking about five minute experiments (as in the blog post), Bayesian optimization should chew through the task no problem.


The gist of these things is you point them at an eval metric and say 'make it go better.' so, you can point it at anything you can measure. The example in the blog post here is bonding boxes on wood cut images.

On the one hand, a search engine is not heroin... It's a pretty broken analogy.

On the other hand, we could probably convince Cory Doctorow to write a piece about how fentanyl is really about the enshitification of opiates.


However, D_A is moving, while D_B can be stationary.


How is a stationary defense drone going to defend from a incoming attacking drone?


Harris was the vice president, and was therefore the closest thing to a small-d democratic choice amongst the available options. Otherwise... Why Harris and not Newsom?

The better choice would have been Biden stepping out earlier and having a real primary, of course.


That’s why Biden should have picked a vice presidential candidate who could run a good campaign in 2024. It’s not like Biden’s age was an unknown factor. Biden himself floated the idea of only running for one term back in 2020.


Agreed. If the incumbent doesn't run (term limited or retires), the next nominee is almost always the VP if they want the job. Just look at the history:

  Roosevelt -> Truman
  (not Truman -> Barkley: the exception)
  Eisenhower -> Nixon
  Johnson -> Humphrey
  Nixon -> Ford
  Reagan -> Bush
  Clinton -> Gore
  (not Bush -> Cheney, who retired)
  (not Obama -> Biden, who temporarily retired)
  Biden -> Harris
I can't fathom how a party can pick a VP who isn't an excellent future candidate. JD Vance?


> JD Vance?

JD wasn’t picked for having the best chances of winning in 2028. He was picked to cement MAGA within the GOP after Trump dies.


AI doesn't just hide your voice -- it improves it!


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