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by ekez 467 days ago
There’s something compelling about these, especially w.r.t. their ability to generalize. But what is the vision here? What might these be able to do in the future? Or even philosophically speaking, what do these teach us about the world? We know a 1D cellular automata is Turing equivalent, so, at least from one perspective, NCA/these aren’t terribly suprising.
3 comments

Potentially it would be useful if you could enter a grid from satelite images and simulate wildfire spread or pollution spread or similar problems.
these are going to be the dominant lifeforms on earth exceeding bacteria, plants and humans in terms of energy consumption

cellular automata that interact with their environment, ones that interact with low level systems and high level institutions. to some approximation we, humans are just individual cells interacting in these networks. the future of intelligence aint llms, but systems of automata with metabolic aspects. automata that co-evolve, consume energy and produce value. ones that compete, ones that model each other.

we're not being replaced, we're just participants in a transformation where boundaries between technological and cellular systems blur and eventually dissolve. i'm very thankful to be here to witness it

see: https://x.com/zzznah/status/1803712504910020687

I'll have what this guy is smoking. Those visualizations are pretty, though.

I can imagine this being useful for implementing classifiers and little baby GenAI-adjacent tech on an extremely tiny scale, on the order of several hundred or several thousand transistors.

Example: right now, a lot of the leading-edge biosensors have to pull data from their PPG/ECG/etc chips and run it through big fp32 matrices to get heart rate. That's hideously inefficient when you consider that your data is usually coming in as an int16 and resolution any better than 1bpm isn't necessary. But, fp32 is what the MCU can do in hardware so it's what you gotta do. Training one of these things to take incoming int16 data and spit out a heart rate could reduce the software complexity and cost of development for those products by several orders of magnitude, assuming someone like Maxim could shove it into their existing COTS biosensor chips.

yes absolutely: current systems are wildly inefficient. the future is one of extreme energy efficiency.

re smoking: sorry let me clarify my statement. these things will be the dominant life forms on earth in terms of metabolism, exceeding the energy consumption of biological systems, over 1k petawatt hours per year, dwarfing everything else

the lines betwen us may blur metaphorically, we'll be connected to them how we're connected to ecosystems of plants and bacteria. these systems will join and merge in the same way we've merged with smartphones -- but on a much deeper level

Okay so another way to put it is that these are gonna be the software we run on lots of computers in the future. Why this particular model of intelligence and not some other one?
So grandiose. It's a good thing to rapture is happening when you're alive to see it. You're just that important.
i wasn't around to see the first humans land on the moon. i feel a similar deep sense of awe and excitement to see this revolution
because the goal of life is to maximize metabolic throughput?

or to minimze energetic waste?

The self-healing properties suggest biological evolution to me.