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For our VM solution, we get around this by hot staging VM's. As soon as one customer stops theirs, we reset everything and start it up again. To the end user, our compute seems to be instantly available. Unless of course, we run out.

Neat. I love supporting things like this. If you'd like some free compute time on MI300x, reach out.

Thanks for this article. Let me know if you want some CDNA / MI300x to play with. Happy to donate compute time to see what you can come up with.

I had PRK. It took exactly 6 months to see clearly again. Wild experience. Glad I did it. Wouldn't necessarily recommend it.

Unfortunately, not until the price comes down and with lithium still getting cheaper, that'll make sodium take longer.

https://www.spglobal.com/automotive-insights/en/blogs/2025/0...


I hope either type of battery becomes cheap enough that I can create a power bank to power my home without breaking the bank, because right now its still rather expensive to do so.

Follow Will Prowse on YT. It's actually not that bad all things considered (and depending on how much power you need to store).

Replacing something hard to setup with something buggy is a win?

They've improved, and they will be fine pretty soon.

When you buy something from Amazon, who protects your purchases, Amazon or the credit card company?

This "insurance" could be offloaded to a neutral third party that isn't controlled by the credit cards. Often, you purchase additional protection insurance on your big ticket items. This could easily be extended to cover whatever credit cards would have been relied upon in the past.


> This "insurance" could be offloaded to a neutral third party that isn't controlled by the credit cards.

I had not considered this. My first thought is how technically and operationally complex it would be for an insurer to underwrite these transactions "on-the-fly" from merchants they don't know, but it is probably a great idea.


Look up “chargeback guarantee”. A lot of fraud vendors do this. Costs 2x or more though than the average transaction

You’re describing insurance on the merchants side. The post I was referring to described insurance on the consumer side.

> Costs 2x or more though than the average transaction

That's because they compete with credit card companies today. Make them more popular and I bet their costs would come down.


Tokenized bitcoin is actually perfect for this. Bitcoin is otherwise, a useless pet rock and if you follow my comment above, it makes it useful, while also removing all the ESG arguments against bitcoin (because tokenized bitcoin is on eth and eth is PoS).

> I am no fan of crypto as today it is being used as store of value(which it is not) instead of mechanism to transfer value(which it is). Once we finally move into the right direction, I know I'll have a good day.

People need and like to use credit, but they are doing it wrong by contributing to the "rotten" system. Crypto is a great store of value because you can use it as collateral to borrow against. Supply eth, borrow usdc, withdraw as usd. This is tax free since the conversion is 1:1 and there are no gains to report.

Instead of buying things with a credit card and paying it back every month, provide crypto as collateral, borrow against it and then pay it back. The difference is that this takes an upfront investment in order to get yourself started. Not too much different than the way credit works in SE Asia, since they time lock a deposit, to enable a debt card.

Maintaining your collateralization ratio (this answers the price volatility question) is no harder to do than paying the exorbitant fees to credit card companies for your balance. This could easily be wrapped into a nice UX. It would work globally and enable all sorts of great commerce. No more giving up all your information to the credit card companies. No more credit scores to get hacked either.


You're solving for the completely wrong problem. Several wrong problems, actually.

Your scheme is just debit cards with more work, less privacy and a lot more risk.

Consumers use credit cards because of chargebacks and fraud protection. If I get my card stolen or I accidentally pay a fraudster, I get that money back.

Crypto's irreversibility is one of the worst things about it from a consumer perspective. It's also horrible for privacy since all your transactions are literally public.


Amazing to watch someone try to argue FOR credit cards. Maybe you work in that industry. ;-)

> Consumers use credit cards because of chargebacks and fraud protection.

True! However it isn't your credit card that protects you with purchases from Amazon, it is Amazon.

I use my credit card for all sorts of things, because it is just convenient. Do you expect to do a chargeback at a grocery store or gas station? No. But, what you're giving up for that privilege, is all of your data.

> Crypto's irreversibility

In what I'm talking about, this part is irrelevant since you're just paying with cash.

> all your transactions are literally public.

You actually believe that credit card transactions are private? LOL. They are sold to the highest bidder.


You don't need to like something to understand it.

And no, credit cards protect you from the merchant. I can call up Capitol One and get them to do a chargeback if I order something online and the merchant never sends it.

It highly incentivizes the merchant to help you, otherwise the only recourse would be to take Amazon to small claims court.

> You actually believe that credit card transactions are private? LOL. They are sold to the highest bidder.

You misread it. Your crypto purchases are public. Literally. Yes, your card purchases are compiled and sold in aggregate, but the entire blockchain is available to anyone.

It's an utter myth that crypto is private or can't be tracked lol


This is more of a guide to dodge taxes than it is how to use crypto for transactions, or avoid the traditional financial system.

This has _nothing to do with dodging taxes_. Everyone, including me, should pay their taxes within the rules of law. Do you pay taxes when you "borrow" funds from a credit card and pay them back every month? No.

This is really no different except that instead of borrowing from a third party, you're borrowing from yourself. In the same way that you don't pay taxes when you borrow from a bank or when you borrow from your friend. Cut out the middleman and be your own bank.

My prediction is that one day, people will think of crypto as the traditional finance system. We're already seeing the transition happening today.


Great work. Just tried to email support@ and it bounced.

Thanks for letting me know. Apparently there was a wrong permission set for the Google group.

Oh yea, that setting bites me all the time.

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