you can generate and train answers by exploring on varying the length of the code generated

Get a 3080ti or 3060 with 12gb of ram. If you want to experiment with very high memory models then pay for colab pro.

I bet someone made a security key because it was the right thing to do but they didn't have the controls in place to manage it in their build system and give another key to developers/engineers/etc. So someone else copied it for convivence rather than have to explain to every moron in the whole company how to use it to access the database or run their monolith tests or get access from the dude that no longer works there who was the "giver" of access keys.

I ended up having to drive to El Paso, which was the only passport office that was open in the entire United States! I had to wait until a few days before my flight. There were people from all over staying in a hotel waiting for their passport. They had standby flights to leave once they got it. I met people from California, Arizona, Michigan, New York, and Florida. It was totally ridiculous.

Your argument is kind of like saying your paper filling system is as good as a database. With a database your don't have to be physically present like a paper filing system. With block chain you don't need permission to access the database, it is a new thing that enables more things that centralized systems used to control and rent seekers built walls around.

Can an app just use the CT logs? I'm a little out of my depth on this topic.

Or they are just shingling different ML hash functions, which is kinda lazy.

Most homes in my area have gained over 4 years of rent in value with the reduced interest rates.

I only have a hobby interest in crypto, but even etherum is planning on having side chains that operate independantly.

To me, crypto's biggest risk is a lack of decentralization. The bitcoin network basically votes to adopt bitcoin changes but the etherum developers can force changes on the etherum network. Whats the point of proof of stake if most of the coins are owned by the original developers? Ala Chia. Why not just run a sql database if 51% of the network is owned by a person/entity or a few. Bitcoin is pretty decentralized in ownership unlike every other coin attempting to be a currency but pooling in bitcoin has put too much hashpower into the hands of a few.

Without wide adoption, crypto is not decentralized. There is little point if the various networks retain their oligopoly.

The cost will go down over time.

A debit card is similar to crypto. Is a debit card any different than cash for an end user? Did it cause big changes in banking? I can show you my account balance with a debit card. It may convince you I have the assets to buy whatever you are selling. I can bring a debit card to another country and exchange it to local currency. The merchant is passing on the 2-5% fee to you so that you can use a debit card. There is a huge organization of people behind that debit card.

I wouldn't need a lawyer if a digital contract enforced a 2% commission paid to a wallet address.

I would need a lawyer if all transactions weren't paid into that wallet address.

If I use software to play a song and it uses an NFT to make a payment to the owner. I theoretically cut out a lot of middlemen whos value is making sure the correct people are paid. There are tons of edge cases where anyone can argue that this wouldn't work but I think that the system only has to meet a bar where it is potentially better than what we have now.

Crypto is rebuilding the same things that already exist but that process has the chance to remove people from a system who used to provide services and replace them with an algorithm. Most people would dimiss a NFT but some of the use cases could be great. If most laws/rules were enforced in code for business transactions would you need to spend as much money on a lawyer in your lifetime? That's the future of money and it's exciting. Will that happen? Maybe not, which is why it is speculative.

The problem is that a large majority of people who are speculative and most crypto assets are highly centralized, which defeat the point of decentralization to remove a few large actors from having control. Plus the scams and idiots in the space that income without labor always attracts.

I would love to see some estimate that takes more into account like household income, tax breaks, and interest rates. If I have a interest deduction, my relative taxes are lower. If I have children, my taxes are lower. If I have historic property, my taxes are lower. If I have solar, my monthly bill is lower. All these things make owning a home easier and allows people to buy more home.

Education is another example, prices largely mirror federal subsidized loan values. I'm not arguing that government should get out of housing, people should realize that the value of something is relative to the demand especially when the supply is largely fixed or has linear growth.

I love stuff like this: https://joefrielsblog.com/polarized-training-update/