The concern with LLM’s as any sort of source of truth is that they have no concept of facts or truth. They simply read training material and then pattern match to come up with a response to input. There is no concept of correct information. And unless you fact check it, you will not know if it is correct or it’s reasoning is sound. Using this to teach is dangerous IMO. Using the word reasoning is a anthropomorphising it too; it’s just pattern matching.

Could we develop some adversarial system that fact checks it in the future? Possibly. But I don’t know of one that’s effective. Besides, good luck determining what is true when your training set is the internet. Or having it account for advances in understanding.

From the article you linked:

The incredible capabilities of large language models like ChatGPT are centered on how they have been trained on a vast corpus of knowledge. They provide us with an unparalleled resource for information and guidance. As your virtual professor, LLMs can guide you through the intricacies of each subject for deeper understanding of complex concepts.

That’s a very naive take on LLMs. It assumes that because the training material is valid, it’s output is valid. It is not!

I worry about the future where LLMs become the basis of information exchange because outputs “look right”.

Show me a system that can guarantee correct answers and I’m 100% on board.

My favorite way to end brushing my teeth.

I had not thought about having the sunscreen leech into the water. Thank you for educating!

How do you will yourself to the right thing? Is it a matter of creating the right environment? Being mindful?

Yeah, but one day the thousands of browser bookmarks will come in handy. Right?

The per degree temp control is a huge win along with the spout. Itll also stay warm for 30mins, optional beeps when done heating, and you can have it boil water automatically for a specific time. I really enjoy mine.

I have the same one. Mainly got it for temp control for white tea and figured having per degree control was a huge plus. Plus it’s so nice artistically

Ugh, I hate that this resonates.

Does medication help with this?

I was recently diagnosed from a neuro-psych. Similar process of many hours of testing (~5h). My friend was also diagnosed recently from a psychiatrist through question answer, but no formal cognitive evaluation measure. The amount of clarity I got from the neuro-psych in terms of cognitive function and my specific circumstances was significantly more helpful than what my friend got from the psychiatrist.

After all the formal testing, I was given a thorough 17 page report including a breakdown of each aspect of cognitive functioning, any applicable disorders (with recommendation for therapy to investigate further and confirm), next steps, and treatment and coping mechanism recommendations. My friend was given a broad diagnosis of unspecified ADHD with no additional information.

If you are able to afford the neuropsych eval, it is well worth it.

Ah, that’s the stuff

https://engineering.fb.com/2015/05/04/core-data/under-the-hood-facebook-s-cold-storage-system/

This is an article from 2015 where Facebook/Meta was exploring Blu-ray for their DCs. You’re definitely right though. Tape is key as the longest term storage.

This is such a great example of the potential consequences of making a decision without understanding the landscape/context. It’s obvious this would happen in hindsight.

Super cool, blew my mind! I would love to see it in operation. The logistics from the machine side + the storage heuristics for when to store to a disc that’s write-only sounds like a really cool problem.

There was an article recently about this (too lazy to search it). It’s already starting to happen. If most of the content they train on is the internet and more internet content is created by LLMs without being tagged as AI generated content (can’t be guaranteed by all actors), then it’s inevitable. High signal training data is out the window.

There are also techniques where data centers do offline storage by writing out to a high volume storage medium (I heard blueray as an example, especially because it’s cheap) and storing it in racks. All automated of course. This let’s them store huge quantities of infrequently accessed data (most of it) in a more efficient way. Not everything has to be online and ready to go, as long as it’s capable of being made available on demand.

Well now I’m grabbing ramen for dinner.

The pork looks incredible. Is that from a flattop? oven broil?

I agree. I much prefer text stuff. It’s hard deny the shift though. Looking at TikTok as an extreme example, a whole generation is getting their news from someone doing a dance while two other videos play of cutting playdough. I’m not saying it’s wrong, but I do think it’s really hurting our ability as a species to exist without attention hacking.

If you’ve managed to exist outside of that band of information exchange, I commend you.

Attention spans. News content these days are moving to video other text to better grab your attention. When everything is really engaging, you have to be more engaging than that to get seen.

The number of articles out about the latest and greatest game updates from a few hours ago which are rehashing patches released a week or more ago drive me nuts. How many times do I have to wade through multiple screens of preamble to find out that content is being recycled from week old news.

But yes, the ratio of low signal to high signal content is crazy in general. I get that people have to make a living and want to do it via communicating on YouTube/articles/… but I feel we’ve really lost access to high quality content. ChatGPT and other LLMs are going to make this wayyyyyyy worse.

Content recommendation algorithms push for length and frequency, which inevitably means meeting the quantity bar is more important than quality. Meanwhile we have really thought out high quality content buried in a mountain of clickbait and those creators both don’t get as good monetization or exposure. It’s a sad system :(. I want to see more ErrantSignal quality bar and less clickbait please.