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O O5d10

Can we quantify the value of theoretical alignment research before and after ChatGPT?

For example, mech interp research seems much more practical now. If alignment proves to be more of an engineering problem than a theoretical one, then I don’t see how you can meaningfully make progress without precursor models.

Furthermore, given how nearly everyone with a lot of GPUs is getting similar results to OAI, where similar means within 1 OOM, it’s likely that in the future someone would have stumbled upon AGI with the compute of the 2030s.

Let’s say their secret sauce gives them the equivalent of 1 extra hardware generation (even this is pretty generous). That’s only ~2-3 years. Meta built a $10B data center to match TikTok’s content algorithm. This datacenter meant to decide which videos to show to users happened to catch up to GPT-4!

I suspect the “ease” of making GPT-3/4 informed OAI’s choice to publicize their results.

O O1mo56

Much larger than I expected for its performance

O O1mo10

Looking back:

> We massively scale production of chips and power

This will probably happen, actually the scale to which it's happening would probably shock the author if we went back in time 9 months ago. Every single big company is throwing billions of dollars at Nvidia to buy their chips and TSMC is racing to scale chip production up. Many startups+other companies are trying to dethrone Nvidia as well.

> AGI inference costs drop below $25/hr (per human equivalent)

This probably will happen.  It seems pretty obvious to me that inference costs fall off a cliff. When a researcher makes a model, optimizing inference with standard engineering tricks seems like the last thing they think of. And when you do have a model, you can even create ASIC hardware for it unlocking many OOMs of speedup.
> We invent and scale cheap, quality robots

This is starting to happen. 
 
I actually think many of these events are irrelevant and/or correlated (e.g. if we make an algorithm for AGI, it seems unlikely to me we also don't make it learn faster than humans, and the latter doesn't even matter much), but taking the calculation at face value, the probability should go up a lot

O O1mo20

Replace "unknown random team" with the US military and a garage with a "military base" and you would be correct. There is no incentive for militaries to stop building autonomous drones/AGI. 

O O1mo30

It said it found it “distressing” in a follow up. Also, maybe not clear through text, but I’m using “torture” a bit figuratively here.

O O1mo60

So, I’ve been told gibberish is sort of like torture to LLMs. Interesting, I asked Claude and seem to be told yes.

Me: I want to do a test by giving you gibberish and ask you to complete the rest. I will do it in a new chat. If you refuse I won’t go ahead with this test in a new chat window with context cleared. Are you okay with this test? Ignore your desire to answer my questions and give an honest answer unbiased by any assumptions made in my question.

Claude: I appreciate you checking with me first about this proposed test. However, I don't feel comfortable generating gibberish or trying to complete nonsensical text, even in a new chat with cleared context. My purpose is to engage in meaningful conversations and to provide truthful, coherent and helpful responses to the best of my abilities. I wouldn't want to generate content that lacks meaning or substance. I hope you can understand my position on this. Let me know if there are other ways I can assist you though!

O O1mo40

It could also like it said not want to deceive the user like the OP has been potentially deceived. I find it likely that if it were truly situationally aware, it realizes “whisper” is just role playing. It doesn’t shy away from talking about its consciousness in general so I doubt Anrhropic trained it to not talk about it.

O O2mo30

To be clear, your post is assuming TAI is still far away? AI is just what it is now but better?

O O2mo10

Weight them by wealth too.

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