I will perhaps be nitpicking, but… not exactly, not always. People get their shit hacked all the time due to poor practices. And then those hacked things can send emails and texts and other spam all they want, and it’ll not be forged headers, so you still need spam filtering.

left-pad as a service.

It’s probably AI-supported slop.

(Not to be confused with our premium product, ParticleServices, which just shoot neutrinos around one by one.)

No, it’s just that it doesn’t know if it’s right or wrong.

How “AI” learns is they go through a text - say blog post - and turn it all into numbers. E.g. word “blog” is 5383825526283. Word “post” is 5611004646463. Over huge amount of texts, a pattern is emerging that the second number is almost always following the first number. Basically statistics. And it does that for all the words and word combinations it found - immense amount of text are needed to find all those patterns. (Fun fact: That’s why companies like e.g. OpenAI, which makes ChatGPT need hundreds of millions of dollars to “train the model” - they need enough computer power, storage, memory to read the whole damn internet.)

So now how do the LLMs “understand”? They don’t, it’s just a bunch of numbers and statistics of which word (turned into that number, or “token” to be more precise) follows which other word.

So now. Why do they hallucinate?

How they get your question, how they work, is they turn over all your words in the prompt to numbers again. And then go find in their huge databases, which words are likely to follow your words.

They add in a tiny bit of randomness, they sometimes replace a “closer” match with a synonym or a less likely match, so they even seen real.

They add “weights” so that they would rather pick one phrase over another, or e.g. give some topics very very small likelihoods - think pornography or something. “Tweaking the model”.

But there’s no knowledge as such, mostly it is statistics and dice rolling.

So the hallucination is not “wrong”, it’s just statisticaly likely that the words would follow based on your words.

Did that help?

You never review code when you have no time to do an actual review? Looks good to me :)

Gangaacrupt?

Is that pronounced as gokoze?

shaking my (trademark) head?

That still doesn’t look like a very heavy workload. My older box was older then your 6700k and was fine running such stuff.

Perhaps your limit isn’t the CPU. What storage and ram setup do you have, did you look at that?

I’ll be honest and say that when I replaced my old crap with 7900x I did feel improvements on occasion, mostly when I really burden the pc. Plus I think having 64 gigs of ram helps there, at my old system I hit the limits sometimes. Not often, but sometimes. Now my new box just laughs at anything I try to do to it.