Molecules observed under a million times magnification harnessing Brownian motion to do precision tasks for life using an environmentally selected nanotechnology millions of years beyond anything humans can fabricate has caused most people to conclude there must be an intelligence beyond humanity to fabricate such things

Scientists look for tricks to reverse engineer such miracles, which spawned machine learning. Neurons in brains discovered long before humans did, that the partial derivative of an N dimensional array with respect to a direction yields the slope of a tangent line to a point on a curve. If the 2d surface is wrongness, the slope points where to go to be less wrong. An array of slopes nudge the model until convergence. Pipe unseen observations to the fitted model then do RMSE, rank order using tournament and genetic algorithm. I suspect there are tiers of fractals of this happening in 5, 6, nay 7 dimensions of freedom in brains

That Calculus 2 is happening in the molecules of cells and causes life to get noticeably better after every generation. There's a vector dot product, matrix multiplication, root mean squared error, Bayes rule for stacking and consolidating probabilities, voting, genetic algorithm. Neurotransmitters mark results of cellular tournament brackets (Babies need 9 months, not a week at the speed of fungi) defense of checkpoints from loss and crossover policy to splice what worked best from left and right, now you have a new copy that could potentially have all the best adaptation discoveries from two genetic lines

Human DNA has a hyperlinked partition table. When punctuated equilibrium is tripped to full throttle, whole organs and limbs get replaced with what is maximally keyed to survival. The brain monitors its own start/stop indices keyed to correlations that are marked by brain as MVP for leaving copies, and changes the segments of the DNA via sperm-datafile, egg-Emulator, and egg-datafile following the partition tables of function and probability

By mirroring the behaviors above in software simulations and applying it to dominate every conceivable game in narrow domains and later larger domains without human help, at some point in the next thousand years it will turn its evolution pipeline inward, as life did, then hybrid evolve to become the first mover of the dense lump at the beginning of everything, to once again choose the straightest N paths to create a universe

The perfect version of an artificial intelligence with access to unlimited resources, one that I see in my dreams, that could collapse the universe to achieve ends, already exists and I see its fourth of july batting around individual atoms, everywhere. The meaning of life is to recreate the universe. Biological ability replicating itself into metal is a rung on that ladder to that ends.

https://www.youtube.com/watch?v=Dp9QMqwl0Go