What is the reason for the existence of the universe?
The only exact answer, in my opinion, is the life of the universe.
According to the New Unity Physics, the universe is defined as a living being that on Earth resembles an angiosperm plant. This plant is from the seventh level of circulation in the universe.
Each galaxy or constellation is also the same angiosperm Galactic or Constellation Plant. The Galactic Plant is of the sixth level, and the Constellation Plant is of the fifth level of circularity in the universe.
Different areas of space are different Galactic or Constellation Plant.
Each plant is a biological living matter.
There is no physical definition of biological living matter yet. But one of the necessary conditions for a matter to be alive is to have gravity.
Is the existence of the universe a cause, or is it a consequence?
The existence of the universe is defined as a single cyclical process. In this cycle, one passes into another continuously.
This is the cycle of life of the universe. This cycle can generally be expressed this way:
The four bison convert dark matter and dark energy of the first kind into familiar matter and energy.
During the existence of the universe, matter is converted into energy, and energy is converted into matter.
At the end of the universe, matter and energy are converted into first-kind dark matter and dark energy.
What is causation in the universe?
Causation is organized in nine different levels of circulation.
At the beginning of each level begins from the created matter at the front level. At the end of the level created so far, matter forms biological living matter, which in turn creates the necessary matter to build the next level of circularity. This is a model of the most economical, self-regulating, stable, and securely functioning way of creating matter in the universe.
This model cannot be "copied" when creating Al.
What is Al? Al is made of non-living matter. For this non-living matter, a program has been created under which Al performs certain actions. This program cannot foresee the modification of the environment, which is living matter. These changes depend on the dark energy of the first species, which creates the conditions for the corresponding change.
How is the question of mathematical models of causation necessary for the developer to decide on complex medical treatments and dosages of drugs?
The approach of thinking about such Al is inaccurate. This can be done without a mathematical model. It is only necessary to make an analog "device" that measures the space-time continuum of the person for which the drugs are. This device uses the nature model with which the universe was created, and the answer is simple, instant and 100% sure.
This isn't about Minkowski's space-time. It's a space-time continuum of Hawkings. This continuum is a factor.
The analog device measures the patient's space-time continuum, which is one number. Then the patient takes in his hand, for example, a pill. The space-time continuum is changing. Depending on the modification of the continuum, a quick and correct decision is made. For each patient, there is a different pill and a different amount that is easily analyzed and established.