BackupRainDancer

I haven't been in decision analytics for a while (and people smarter than I are working on the problem) but I meant more along the lines of the "model collapse" issue. Just because a human gives a thumbs up or down doesn't make it human written training data to be fed back. Eventually the stuff it outputs becomes "most likely prompt response that this user will thumbs up and accept". (Note: I'm assuming the thumbs up or down have been pulled back into model feedback).

Per my understanding that's not going to remove the core issue which is this:

Any sort of AI detection arms race is doomed. There is ALWAYS new 'real' video for training and even if GANs are a bit outmoded, the core concept of using synthetically generated content to train is a hot thing right now. Technically whomever creates a fake video(s) to train would have a bigger training set than the checkers.

Since we see model collapse when we feed too much of this back to the model we're in a bit of an odd place.

We've not even had a LLM available for the entire year but we're already having trouble distinguishing.

Making waffles so I only did a light google but I don't really think chatgpt is leveraging GANs for it's main algos, simply that the GAN concept could be applied easily to LLM text to further make delineation hard.

We're probably going to need a lot more tests and interviews on critical reasoning and logic skills. Which is probably how it should have been but it'll be weird as that happens.

sorry if grammar is fuckt - waffles

Fantastically put!

This is a bit dated but shows that 41% of road upkeep on average is paid for by gas taxes (and other fees). So yes while they may have some tax paid on fuel (that they have likely negotiated down via bulk purchase), they're not even paying for half on average.

Edit - just to include given we've seen landmark inflation over the last few years it's likely the share of taxes on upkeep has gone down.

Predictable issue if you knew the fundamental technology that goes into these models. Hell it should have been obvious it was headed this way to the layperson once they saw the videos and heard the audio.

We're less sensitive to patterns in massive data, the point at which we cant tell fact from ai fiction from the content is before these machines can't tell. Good luck with the FB aunt's.

GANs final goal is to develop content that is indistinguishable... Are we surprised?

Edit since the person below me made a great point. GANs may be limited but there's nothing that says you can't setup a generator and detector llm with the distinct intent to make detectors and generators for the sole purpose of improving the generator.

Fuck no society (or at least my country) does owe me, I pay taxes. Quite a bit due to where I live actually, I'm not upset about it but I get fuck all for it. And I'm just a working class person, I don't have any connections ... Imagine all the people just avoiding taxes.

Tax me more, honestly just give me working infrastructure, healthcare and other things that a functioning country should have. I'm so sick of footing the bill for all these fucking bailouts and subsidization of private interests, the do nothings in Congress are the real freeloaders. And yet they'll bitch at you when you suggest we allocate some of the funds from the military into making sure our 'strategic highway' systems bridges dont just fall over.

I don't mind paying but the service sucks 😭

My unpopular opinion is that if you evade all of your tax responsibility as a company you should have no legal protections in said country but they'd never bite.

Amazon's semis and delivery trucks provide how much wear and tear on the highway grid but how much do we get in taxes for allowing that? $0 (maybe not exactly but you get the gist).I mean fuck cars but most Americans want working roads too.

And no it's not smart to avoid taxes, that's bad business that hurts the entire system in the long run.

I feel like you think this until someone who 'knows someone' or otherwise benefits from nepotism gets to walk all over you and the facade of a system breaks down.

The fact alone that the courts in the us were packed with political interests during 45 already means the system is broken as your case could be "made an example of" at any time at any donors behest. That's the fundamental form of redress in a civilized society and we can't even guarantee that anymore.

If only these poor oil producers had some sort of half century or more lead to reap the benefits of their export advantage and diversify their interests. Won't someone think of how unfair it is to ask them to change? /s

It'd be an uphill battle but if someone got into programming via free online courses they could build a resume via collaborating with projects on github. It'd be a way to prove skill without the diploma.

Advice goes the same for anything where you can build a portfolio to demonstrate competency, most people in industries just care about results. This could be photography, graphic design, a physical labor like wood working etc.

Sucks because you'd have to outlay time upfront before maybe getting payed though. Ymmv

I'm not sure if links are allowed here? I have no affiliation but if you Google the maker Battery-Free Ganz you'll find their website.

It's a bigger brother imo, double the length, wood stem, and larger bowl. Def needs a bigger torch though

Loved my dynavap, the only thing that took it out of my rotation was the upgraded danivap fusion. It just feels so much less conspicuous with the wood steam for some reason.

I work directly on scope 1+2 reporting. Good luck understanding all the nuance in your ESG role. I'm loving being in sustainability too.