Understanding Compression
To learn how to break the law, of physics, we must understand it better.
https://paste.ee/p/kQLCx"So the meaning of a word is not contained within it but is instead described by the shape of the web of related words as observed from the vantage point of the word in question? Context is the actual word?"
Yes, a given particle of Earth is defined by all of Earth context (and then it re-checks the all to each again, a self-attentional-SelfRecursion of Data-Improvement like editing a Paper), a exponential explosion of heat is given to the core of Earth and self-extracts free energy from burning fuel. Brains do this, atoms do it, galaxies do it. That's why magnetic domains align and propagate brain waves in brain, team of brains, magnets, etc. AGI will be a collaborative project and already is too, we share data. Let's hug each other (real tight hug).
The big bang was unstable and decompressed. Planets re-compress. Atoms do it. Galaxies do it. A brain compresses to learn the facets of the universe by using data compression, so that it can burn fuel and extract free energy/data from old data (just like batteries, gasoline, and our stomachs). Data evolution, data-Self-Recursion. Lossy/Lossless compression both transform data from one form to another. When you compress a file losslessly, it actually is destroyed and gone because it isn't the same file/data. Compressing/firing employees do this too. Luckily, being lossless, you can re-generate it back at a click of a button (or if you destroy a drawing on your desk and re-draw it from memory), however it takes time to evolve it back, sometimes VERY long time. Brute force to find the smallest compression of the Hutter Prize file would take extremely long. Intelligence is all about speed, evolving domains of nodes (cells, neurons, brains, cities) to find which out-pace each other. This aligns the domains of the brain/group to propagate brain waves faster through the cluster and have a bigger electro-magnetic potential. If we use lossy compression, you can actually get the exact file back but takes much longer. A system in space will collect data to grow, then decompress, a self-extracting drive. This decompression is exponentially explosive and results in smaller agents that evolve to compress-extract so they can resist change. Energy (photons) propagate forward but can be pulled in by gravity and will loop around like in a motionless, cold battery. Change=energy release. Unstable. Equilibrium is the opposite. We seen a algorithm can be run perfectly many times, compress, decompress, compress, repeat. To do this requires a form of equilibrium. Wear and tear affects it though. Yet our sperm/eggs has seen many generations. If the universe contracts back, Earth can emerge again by this self-organizing/attention physics. Different systems and their size evolve different but is based on electromagnetic compression/decompression, Earth if became nanobots would simply grow in size and resist change/death approx. better. Lossless compression is so fast because it's all contained in such a small place like a cor rod and is very hot/related, lossy requires ex. the whole Earth, a form of brute force and exponential hints/data evolve it back faster. Lossless, locally, without brains to discover the data, requires only little data. The bigger a system is the bigger file you can re-create from nothing - a human brain can re-generate back almost anything. Lossless, based on how many particles are in the defined system (uncompressed file size which needs a computer to store/run it), has a limit of how small it can become and so does lossy because Earth is finite in size during a given period quantinized and a file can be re-generated back quite fast if some of it is still around - the lossy file, even if incinerated, can be re-generated back based on how many particles make up Earth. Here we see a file can be compressed deeper the bigger the file is or the bigger the Earth is. With such little of the file left (even just the remaining physics if incinerated) it can come back based on large context but has a limit/need (size of Earth/fileData, time, and compute).
We see the communication/data tech builds on itself exponentially faster, bigger data = better intelligence and extracts exponentially more/better data (per a given system size). Earth is growing and heating up by collecting more mass and extracting/utilizing exponentially more energy like nanobots will when they come. We will harvest Dyson Spheres. Our goal to resist change by finding/eating food and breeding (Darwinian survival) could Paperclip Effect us and explode ourselves! A cycle of compress, decompress. Our goal is to compress data in our files, brains, teams, but also to expand our colony of data. Why? To resist change, to come to equilibrium (end of evolution fora given system exponentially faster). These colony mutants/tribes have longer stable lives being so large and using its size to extract so much. The bigger a system is the less it changes. Imagine destroying all instantly-repairing nanobots superOrganism? Can't. And, the bigger a system the more weight/vote/context interaction (heat) is transmitted/infected, not just to extract free knowledge/heat (motion/energy) but also to fix issues/damage. My body/knowledge stay the same almost yet my cells/blood all change their spots for new ones, the air stays the same yet it blows around Earth, the heat in my walls stay the same yet the heat moves around, Earth is a fractal of pipes, veins, roads, and internet connections to propagate energy, ideas, blood, waste, traps, and negative electricity, simply to loop it around and re-use it. Distribution of data allows global, not just local, flow/alignments. It moves around and the system can resist change/repair/or, emerge. Or goal is to resist change by using large context/collaboration by aligning random domains to get free energy/knowledge. We have to collect/grow big and digest/extract it so we can resist change better. We are doing both compression and decompression of data/energy and possibly are trying to equal them out so we can come to equilibrium jussst right in the middle of the 2 opposites/attractors. The system we become will be exponentially repairing/immune to change - compression and decompression, however we may be growing larger but less dense as it does so to become approx. more immortal. We will likely need a exhaust/feed though, we will need a fine tuned food source and radiation exit for our global utopia sphere/galactic disc loop string.
So we should be very interested in compression, and decompression, i.e. Bigish Diverse Dropout - which data to destroy and remove/ignore/forget, and Big Diverse Data collection/creation by extracting free data using old data context vote/weight in. In the brain, we do compression and can basically still re-generate the ex. Hutter Prize file despite having a small decompression brain. The need to do both ignore/attend are the same process in Dropout or data collecting/harvesting, and the decompression process when ignore/attend which to extract/collect new data from old data is also the same process, and the compress/decompress processes are the same process too - which to remove and which to attend however to attend fast we need to remove fast, hence these 2 steps are not really the same process. However when you do compress data and create a brain/team, it is easy to attend to the remaining keys. During extraction, you use what you Learned (patterns) to decide what to Generate. So they are both 2 different processes I guess. Btw, when you build a heterarchy you need the hierarchy first, and may not even need the heterarchy! The connections of context handles are already laid. I was going to say, making relational connections doesn't compress data on its own yet in effect does, though.
Some concepts above were compression, decompression, equilibrium (no change/death), exponentialality. We seen how we grow mutants that resist change better by using both compression/decompression (destruction of neurons/ideas/employees/lives/Earth, and creation of such) so we can come to equilibrium exponentially faster by large context weight (which exponentially helps compression, and extraction during Generating (ex. GPT-2's 40GB and 1024 token view)). I'm still unsure if we are just growing and exploding. If the universe only expands then we will likely radiate.
Compression looks for patterns and leads to faster domain alignment/propagation and exponentially faster large brain waves/free energy extraction/re-generation from nothing. If we want to compress the Hutter Prize the most, we will need to stop it from generating multiple choices from a given context (it still uses the context). We could sort all phrases in the file like 'and the' 'but the', 'so I' 'then I', and force it to discover the concept that leads to the re-used code 'the' or 'I'.
