AI

Saying Artificial Intelligence in and of itself is an oxymoron.
Intelligence is a natural attribute that emerges in a given system, organic
for example, as the result of learning to solve problems that arise in a
given context due to the need to satisfy certain needs.

Instinct is nothing more than that same learning codified at a more basic
or "automatic" level, while intelligence in the form of knowledge is the
ability to transfer previous experiences to new contexts and the capacity
to draw analogies between different elements and their roles in each new
context for decision-making.

Every system has an underlying intelligence subject to the domain of the
needs to be resolved inherent to its function in its context or, in other
words, how its existence fits into its context to minimally guarantee, if
only its survival—its most basic need—among the other roles of its context
thanks to the stability achieved so that each system subsists after having
"learned," first through trial and error, and then by applying acquired
knowledge, how to interact in each situation.

The concept of "purpose" and its most basic manifestation in the resolution
of needs is fundamental to understanding the power of developing the
attribute of "intelligence" in any system. The most basic purpose is
subsistence. The evolution of more elaborate purposes, which lead to more
complex needs, is the "intelligent" learning of behaviors that have yielded
satisfactory results, becoming "reasons" or "causes" that justify certain
goal-directed behaviors.

The tool upon which the attribute "intelligence" is built in an entity or
system is the notion of consciousness, or the understanding of the
intelligent system as an entity "aware" of itself, of what it "is" on the
inside, the understanding of its composition, needs, and capabilities, and
of what it "is not," that is, its surrounding circumstances. Other systems
and entities are understood through "empathy," or the learned knowledge of
the roles and purposes of other types of systems around it, perhaps also
intelligent with their own particular roles and purposes.

The most distinctive feature of an entity or system that has developed the
attribute "intelligence" is its ability to develop or "engender" new
entities or systems and the ability to turn these new systems into "tools"
for resolving the needs of its purposes, this "generative" mechanism
becoming a purpose in itself. Biological systems have this intelligence
built into their nature. Reproduction is a means of ensuring survival
through the existence of a group of "peers" of the same species who protect
and collaborate with each other.

In itself, an "intellectual" system, a product of the evolution of a
biological system, develops this capacity to generate systems or tools to
resolve the needs of the purposes it has adopted throughout its interaction
with its peers and with other systems around it throughout its existence
and evolution.

https://sebxama.blogspot.com/2025/05/ai-english.html