https://www.youtube.com/watch?v=fakasKReEyg
Theme 0:00
Mysterious Life-Form Nearing 1:13
Captain Olimar Captured 2:16
Mysterious Life-Form Recovering 3:00

Generative Models. Rejuvenation. Negentropy.

Evolution gets faster near the end. Exponentially.  At the end it resists 
change. I'm not talking about the grand splash where heat death results in only 
outgoing resources and no further incoming meteorites or whatever, I'm talking 
about the technological final form Earth is shaping into, a globally optimal 
god made of nanobots, like Terminator T3000 in Terminator Genisys (see end of 
the movie). This god, is the most optimal structure of matter and energy, it 
can only grow in size now. This is physics equilibrium. It resists change, it 
has settled. There will (hopefully) remain lots of flexible Brownian Motion 
(else the utopia would be almost frozen dead of entropy). Why do you think 
evolution gets faster near the end? Why do you think this god resists change 
and seeks only to grow in size? Let me give you a hint - if it was severely 
wounded (45% blown to bits), it would near instantly regenerate back into form 
- like a faster, smarter surgeon able to replace an organ with a transplant 
much quicker. It's heading to the same state again...it's simply repairing. And 
it does a better job when near fully emerged.

Intelligence=Physics. This is the key.

Some humans want to never be immortal, some want it, some want other things, 
some suicide. This is normal. But globally the world is heading to a state that 
regenerates itself. The end of evolution on Earth, the final destiny in physics.

Anyone working on AGI is working on Rejuvenation Technology. Self-emergence, 
self-organizing, self-attention, self-generation, physics, negentropy are the 
keywords here. Repair. The universe has nonrandom information and patterns are 
learnt that allow it to add missing structures. The universe, DNA, and ideas 
are all information and are evolving. Iterative regeneration leads to 
self-learning, goal learning, predictions, repeat. After repeating, attention 
on information is self-refocused. This includes nearby friend nodes in the 
nanobot planet, it will updates friends through connections.

Check out Open AI's website and search Google for "talktotransformer" to try 
it. Look up Self-Attention illustration of the Transformer architecture. It's 
general and can regenerate text and images and music BACK. - It does 
translation etc - It's a multi-tasker also and is an unsupervised learner. It 
can scale too. In the near future, I predict it will use not just context of 
the text sentence, but images also, to predict the next frame and word. This is 
a pattern - Glove does this already. Here it would be working on multi-sensory 
data, and lots of data also. 

With nonrandom data in the universe, and a certain physics destiny, everything 
is working on its own under predictable laws. When you have data that proves 
cat=dog, this too is predictable and if your device is the right one - it will 
model predictableness. The universe is heading towards equilibrium, which means 
you end up with a megastructure that repairs and resists change, unlike all the 
devastation in the cosmos. Such instant-regeneration stems from a 
globally-optimal haven that is made of smart cells, some general and some 
specialized, including debree like metal parts in between. Equilibrium is 
instant-self-regeneration. Repair/revisement is the keyword. You fix, add more 
data, learn. You do need real-world observations and real-world implementation 
of storyPlans you dream in your sim model. Your predictions help add more for 
the lack of real world data.

All of evolution emerged on its journey through which new soup resisted change. 
Breeding fast resists change. Being a table doesn't defend itself or remake 
itself or repair itself. The Earth resisted destruction of many deaths, the 
cell did, the human did. They did come together on their own, they literally 
attract together - mass, mates. The self-organizing/emerging universe state 
ends up resisting change, until then, change will happen dramatically. Less 
change will happen near the end, but by that point the instant-regeneration 
megastar will have nearly appeared.

You thought exponential evolution was just because we were  smarter. You think 
- ah, cell phones, more better data faster, more humans... But now I pinpointed 
it.

As the world gets closer to the equilibrium in evolution - the end state, it 
will regenerate and emerge exponentially quicker, because it is almost here, it 
will add a block back on it was missing, then once there is 2 blocks it can add 
TWO, then 4 once 4, today we add ex. 
1,000,000,000,000,000,000,000,000,000,000,000,000,000,000 every year instead of 
1. The whole world will become nanobots and can instantly regenerate if half 
was blown up. It will then grow and eat planets.

The larger it is, the more it can repair. The faster it can move. If you have a 
planet where half is only soil and grass, it is not as fast or has as many 
workers. So full utilization AND eating nearby planets results in faster better 
rejuvenation.

The universe starts as mostly random data, and through informational patterns 
it is able to predict and re-generate itself back. Synchronization of cells, 
feature nodes, agents, at all levels of hierarchy, increases as evolution 
happens. They become aligned because of patterns in the data. Just like rocks 
in a bucket, metronomes on a platform, words in Glove, religious doctrines 
where yo grow up, they equalize with each other and sync up to a similar state 
and allow propagation through a hierarchy or heterarchy so it can build higher 
up nodes - like a pianist can easily. These vibrations are also brain waves. 
Random domains in a brain or country are present even in older-age equalized 
ones. Synchronization i like Attention, they all look at each other and prepare 
for Translation, to adapt an get better decodings/encodings for this layer.
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