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It will ease data scraping, automated meta analysis...


I guess it leverages LLMs to do semantic search on YouTube audio dataset?


Systems like this predate LLMs. For example this one at UCLA https://tvnews.sscnet.ucla.edu/public/. Looks like this one has been around for a while https://web.archive.org/web/20230000000000*/https://youglish....


Everything is wrong about this article. TA is just an indicator of market psychology, automating trades based on setups (sma) is a nonsense for a trader as it doesn't include execution which is the most important part. No trading bot have performed better than human traders, ever. Bot doesn't have glut feelings.


ChatGPT already spread fake news. Everything is fake news, even my current assumption.


Very naive to think profit oriented company have beliefs and convictions... Religion of money is way stronger.


Why not both?

Even if they believe in a technology because they believe they can deliver a profitable product (and reject something else because they think there’s no long term gains), I still prefer that to a company which would blindly try to profit from everything short term.


Weird statement. Of course Nvidia has belief: they believe AI will brings more profit in long term than crypto will.


Following a juicy trend doesn't mean you believe in it, also gpu mining is not a thing anymore in crypto. Nvidia has nothing to bring to cryptos.


> is not a thing anymore

Isn’t this very recent?


How about delegating to a third party to solve centralization issue?


I can imagine obvious use cases for data surveillance, osint and so on But happy to see implementation of a semantic search engine powered by LLM


Cryptos aren't dependent on CEX to work, your analogy is wrong.


Then why did crypto exchanges come into existence, if they don't address any need?


Would it be possible to use bitcoin pow as a replacement for captcha? It both blocks ddos and create an income through mining (client side) for the host.


No. In fact, using such a well-known proof of work function would defeat the purpose of using PoW. Instead of having something that's cheap for occasional users but expensive for spammers, you'd have something that's cheap for people who own mining ASICs and expensive for occasional users.

Hardware specialization breaks the economics behind a CAPTCHA. To fight that you need to use a PoW that hasn't been ASIC'd yet, and be willing to change PoW functions at the drop of a hat. PoW functions that stress memory or cache are also helpful here, though you run the risk of browsers flagging you as a cryptominer (which is technically correct, even if economically wrong).


> cheap for people who own mining ASICs and expensive for occasional users.

Seems like it should be the same cost (barring the friction of having a wallet, etc.) for both sets of people since Bitcoin is just a commodity and the value is the same to everyone, miner or not.

For example, a miner should value some fraction of a BTC the same way anyone else does, since they can sell or buy it at the same price a normal user can. The fact that they can profitably mine BTC just means they have a profitable business on the side, it doesn’t mean they should prefer to pay for services (or emails) in BTC.


Miners have ASICs - specialized silicon that ONLY mines Bitcoin, but does so many times faster than a CPU or GPU can. The average low-demand user does not have such hardware. Furthermore, because Bitcoin increases difficulty to maintain a fixed transaction rate, ASICs have to be replaced with newer models every few years. So older ASICs are going to be cheaper, but they might still be worth buying if you're a spammer.

So in order to moderately inconvenience said spammer, you have to make each and every ordinary user wait hours mining a few satoshis' worth of hashes in order to be let in. This is the exact opposite of what you want.


Yes, sorry I wasn't expressing myself very clearly. I agree if the goal is to impose a uniform (per-unit) cost to users, you should avoid widely-optimized hash functions.

But even if you pick a novel function that doesn't have special-purpose hardware, spammers can still optimize their setups to lower the effective unit cost below what a legitimate user faces, by doing normal miner activities (picking hardware, scaling up, moving to where electricity is cheap, etc.).

Since your goal is to maximally discriminate between legitimate and spam use cases, you'd want spammers to face at least the same per-unit cost as legitimate users.

What's one way you can do that? Well, how about charging actual currency, whether Bitcoin or fiat? Money has the useful property of having the same nominal value for everyone, and not being amenable to further optimization.

In short, forcing users to actually run PoW themselves doesn't really make economic sense. Even if you're avoiding existing hash functions, it's mostly worse than just charging money because spammers have better ability to optimize against it.

And if charging money doesn't work, switching to local PoW is unlikely to be better.


Well said, that's exactly my point.


It wouldn't create any income due to the electricity costs associated with mining, unless the users start buying ASICs. Also the most straightforward way of implementing this would be by having the user spending the token they generated in a transaction to prove their work, which would nullify their income. Maybe there is some workaround by monitoring the blockchain and seeing if a certain user generated some tokens at a certain time, but would it be worth the extra energy required due to the use of bitcoin' PoW? I think no.


Good point, had the same analyze.


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