abruptly8951

Hmm, not so sure. He produced a digital signal, who's spectrogram happened to be an image, and then played that digital signal to a bird. Dunno if a analogue spectrogram really even makes sense as a concept. The only analogue part of the chain would be the birds vocalisations, right?

That doesn't sound great. What benefits do you see in mirroring this behavior

Well, guess I can't deny such compelling evidence

As much of a prick as this guy is, I don't think that's true. The behind the bastards episode on him couldn't substantiate it at least

Reverse proxy with mTLS in front might be a simple solution depending on your setup

https://www.youtube.com/watch?v=YhuWay9XJyw

Yup, that's what I was alluding to, while it may not still be the case for transistors, they did manage to take 50 odd years to get there, push that trend line from the figure 50 years heh (not saying you should, 5 seems much more conservative)

Take a look at Nvidias pace wrt Moore's law (of FLOPS) https://netrouting.com/nvidia-surpassing-moores-law-gpu-innovation/

Or like looking at the early days of semiconductors and extrapolating that CPU speed will double every 18 months ..smh these people

They were invented *by 9k bc :)

Can you go into a bit more details on why you think these papers are such a home run for your point?

1. Where do you get 95% from, these papers don't really go into much detail on human performance and 95% isn't mentioned in either of them

2. These papers are for transformer architectures using next token loss. There are other architectures (spiking, tsetlin, graph etc) and other losses (contrastive, RL, flow matching) to which these particular curves do not apply

3. These papers assume early stopping, have you heard of the grokking phenomenon? (Not to be confused with the Twitter bot)

4. These papers only consider finite size datasets, and relatively small ones at that. I.e. How many "tokens" would a 4 year old have processed? I imagine that question should be somewhat quantifiable

5. These papers do not consider multimodal systems.

6. You talked about permeance, does a RAG solution not overcome this problem?

I think there is a lot more we don't know about these things than what we do know. To say we solved it all 2-5 years ago is, perhaps, optimistic

Unfortunately not, here is a little kitchen sink type demo though https://myst-nb.readthedocs.io/en/latest/authoring/jupyter-notebooks.html

Myst-nb is probably the place to start looking btw - forgot to mention it in previous post

I use sphinx with Myst markdown for this, and usually plotly express to generate the js visuals. Jupyterbook looks pretty good as well

Feeding the troll 🤷‍♂️ "agenda driven" what does that even mean 😆

No one said other languages aren't allowed. Submit a patch and prepare yourself for years of painstaking effort.