I love that he can call things "objectively false", but then not actually try and counterpoint any of them. It's wrong because it disagrees with what I believe. Is he going to claim the amounts are wrong, or that Jan 6th is not right wing. Disagree that left wing violence is at the extreme ends targeting property?

Grok is at least showing examples to explain it's conclusion, musk is just copying trumps "nope fake news".

Musk's fascist ass.

Yeah, this would be a stupid plan based on a defective understanding of how LLMs work even before taking the blatant ulterior motives into account.

Aren't you not supposed to train LLMs on LLM-generated content?

Also he should call it Grok 5; so powerful that it skips over 4. That would be very characteristic of him

Try rereading the whole tweet, it's not very long. It's specifically saying that they plan to "correct" the dataset using Grok, then retrain with that dataset.

It would be way too expensive to go through it by hand

Generally, yes. However, there have been some incredible (borderline "magic") emergent generalization capabilities that I don't think anyone was expecting.

Modern AI is more than just "pattern matching" at this point. Yes at the lowest levels, sure that's what it's doing, but then you could also say human brains are just pattern matching at that same low level.

Nothing that has been demonstrated makes me think these chatbots should be allowed to rewrite human history what the fuck?!

Faek news!

What a dickbag. I'll never forgive him for bastardizing one of my favorite works of fiction (Stranger in a Strange Land)

He wants to give Grok some digital ketamine and/or other psychoactive LLM mind expansives.

Computer... enhance!

Watch the documentary "Multiplicity".

This is it I'm adding 'Musk' to my block list I'm so tired of the pseudo intellectual bullshit with bad interpretation science fiction work

There are, as I understand it, ways that you can train on AI generated material without inviting model collapse, but that's more to do with distilling the output of a model. What Musk is describing is absolutely wholesale confabulation being fed back into the next generation of their model, which would be very bad. It's also a total pipe dream. Getting an AI to rewrite something like the total training data set to your exact requirements, and verifying that it had done so satisfactorily would be an absolutely monumental undertaking. The compute time alone would be staggering and the human labour (to check the output) many times higher than that.

But the whiny little piss baby is mad that his own AI keeps fact checking him, and his engineers have already explained that coding it to lie doesn't really work because the training data tends to outweigh the initial prompt, so this is the best theory he can come up with for how he can "fix" his AI expressing reality's well known liberal bias.

Actually one of the characters in 1984 works in the department that produces computer generated romance novels. Orwell pretty accurately predicted the idea of AI slop as a propaganda tool.

Dude is gonna spend Manhattan Project level money making another stupid fucking shitbot. Trained on regurgitated AI Slop.

Glorious.

I rented that multiple times when it came out!

Model collapse is the ideal.

Leme guess. The holocaust was a myth is first on his list.

He should just goto hell early.

There’s some nuance.

Using LLMs to augment data, especially for fine tuning (not training the base model), is a sound method. The Deepseek paper using, for instance, generated reasoning traces is famous for it.

Another is using LLMs to generate logprobs of text, and train not just on the text itself but on the *probability a frontier LLM sees in every ‘word.’ This is called distillation, though there’s some variation and complication. This is also great because it’s more power/time efficient. Look up Arcee models and their distillation training kit for more on this, and code to see how it works.

There are some papers on “self play” that can indeed help LLMs.

But yes, the “dumb” way, aka putting data into a text box and asking an LLM to correct it, is dumb and dumber, because:

• You introduce some combination of sampling errors and repetition/overused word issues, depending on the sampling settings. There’s no way around this with old autoregressive LLMs.

• You possibly pollute your dataset with “filler”

• In Musk's specific proposition, it doesn’t even fill knowledge gaps the old Grok has.

In other words, Musk has no idea WTF he’s talking about. It’s the most boomer, AI Bro, not techy ChatGPT user thing he could propose.

I elaborated below, but basically Musk has no idea WTF he’s talking about.

If I had his “f you” money, I’d at least try a diffusion or bitnet model (and open the weights for others to improve on), and probably 100 other papers I consider low hanging fruit, before this absolutely dumb boomer take.

He’s such an idiot know it all. It’s so painful whenever he ventures into a field you sorta know.

But he might just be shouting nonsense on Twitter while X employees actually do something different. Because if they take his orders verbatim they’re going to get crap models, even with all the stupid brute force they have.