Reference points and reasoning in sentient AGI

 https://creativecommons.org/licenses/by/4.0/

Okay, I use that but this is reference material 

for you to build upon.

 Your first bit of studying:

https://forums.freebsd.org/threads/fun-with-math.50255/#:~:text=Post%20your%20math%20riddles/questions/problems%20here%20%2D%20no%20homework%20%2D%20and%20let's%20have%20fun.%20Yay!

That thread will give you the basis in 

understanding.  Consciousness and cognitive 

awareness are not the streamlined events that

seem to follow our linear cause and effect logic

that many use in everyday life. Simultaneously, 

the input from the eyes,  ears, nose, mouth, and

skin are being processed and interpreted by our

brains while referencing earlier memories to

make a decision which is dependent to some

degree on our past experiences.  Humans, 

however,  have developed the ability to opt 

out of the natural learning process and limit

themselves to their immediate controlled 

environment.  The previous statement only

holds true in civilization societies that are 

either "first world " or "individual based. " 

For those that ate erroneously labeled as

"anthropological basic", they will be the 

example I will use as a template for a different 

type of machine intelligence. 

Your second study guide is here:

https://freebsdgoogledeveloper.blogspot.com/2026/04/intelligence-as-non-collapsible-function.html

In these societies,  the person is aware that

she or he is both an individual and a part of

the collective whole of the biosphere.

Keep that in mind.

Designing, mapping  and learning  cognitive 

processes in any Assistive Intelligence -

whether a LLM or a self aware sentient AGI -

requires an awareness and understanding of

your own. 

I am aware of my surroundings. 

I watch and listen to what us around me.

I process the smells.

I see if the effect matches the conversation. 

The cultural norms and standards of each

group or groups in each area are mentally 

compared to others in an internal index

that is first based in experience and 

structurally broken down according to

observation and philosophical logic.

Whenever a new and/ or different 

environmental variable becomes a

deciding factor and I become aware of it,

My accumulatively cumulative cognitive 

learning process adds that to the internal

database allowing me to further reassess

and adapt to the situation at hand.

If you notice, this is not a wave collapse 

function. This is a set of overlapping 

probability distributions which result in

branching into another set of overlapping 

probability distributions.  This is how- 

with the why just explained - a so called 

lower animal is able to adapt.

By understanding my own cognitive 

processes through observing and learning 

the same processes around me in nature,

I realize that the template for AGI exists here.