Assisted suicide?
Physician Assisted Suicide is the process of a doctor providing the necessary sleeping pills/lethal dose to allow a terminally ill patient to perform the life ending act. In the United States, all but four states have made physician assisted suicide (PAS) illegal.When in a situation a terminally ill patient is in, they should have the right to commit a physician-assisted suicide.
In 1994, the state of Oregon enabled the Death With Dignity Act (DWDA). With 51% voting in favor of the act, it gives terminally ill patients access to PAS. Attorney General John Ashcroft challenged the act by saying it was not “real” and that allowing doctors to do perform that, violates the Controlled Substances Act (CSA). CSA protects the regulation of doctors from performing unauthorized distributions of drugs and drug abuse. If doctors are able to assist suicides, through Ashcroft’s claim, they would be using drugs as an abuse. In the Supreme Court, petitioner Paul D. Clement argued in the case about the violation of CSA, with 6-3, “we conclude the rule is not authorized by the CSA, and we affirm the judgment of the Court of Appeals” (Gonzales V Oregon).
Patients of irreversible illnesses often develop disorders that go underdiagnosed causing them to live a life that isn’t happy for them or their family members. According to Dr. Fine of the Office of Clinical Ethics, terminally ill patients usually get depressed when dealing with intense suffering. When the patient is depressed, they may not respond to treatment as expected. If the patient is not responding to treatment well, the doctor may up the dosage of medication or consider adding antidepressants, causing the patient to be reliant on medication for the rest of their life.
Patients who receive a terminal diagnosis usually experience high levels of anxiety.  According to Dr. Fine, anxiety can cause problems such as, agitation, insomnia, restlessness, sweating, tachycardia, hyperventilation, panic disorder, worry, or tension. Sleep deprivation plays a huge part in the anxiety the patients feel. The patient’s sleep is often interrupted many nights and several times to get their blood pressure checked, blood withdrawals, checkings of veins, etc. Because these medical requirements can not be withheld, many doctors may feel the need to heavily sedate the patient to make them feel lucid during the day time.
Studies have shown that patients of terminal illnesses fear that they’d burden their families. The patients feel, “grief and fear not only for their own future but also for their families’ future” (Johnson), researchers say. The feelings of being in the way can cause emotional, physical, social, and financial problems. In  doctors Johnson, Nolan, and Sulmasy’s research, they found that feelings of burden are most likely to affect emotional symptoms, quality of life, and patient satisfaction. Wanting to feel like they aren’t a burden to their families and society was most important to patients seen by the doctors. The research the doctors conducted found that out of a list of 28 qualities, the wish to not be a physical or emotional burden on family, 93% of respondents said that this was very or extremely important to them. The doctors made three categories of experiences that were related to “self-perceived burden” (Johnson). The first one being “concerns for other” (Johnson), then “implications for self” (Johnson), and last being “minimizing the burden” (Johnson). Feeling like a burden can cause “empathic concern engendered from the impact on others of one’s illness and care needs, resulting in guilt, distress, feelings of responsibility, and diminished sense of self” (Johnson).
To let a patient commit an assisted suicide means, they’re freed from pain. To force someone who knows that their time's coming to an end quickly when they do not wish to be in pain anymore should be a crime. In Epidemics, Book 1, it states, “practice two things in your dealings with disease: either help or do not harm the patient”, by allowing the patient to continue their life is harming them, all physically, mentally, and spiritually. Doctors take an oath, the Hippocratic Oath when practicing medicine. In the oath, there is a phrase that says “Also I will, according to my ability and judgment, prescribe a regimen for the health of the sick; but I will utterly reject harm and mischief”, if the patient has considered an assisted suicide, they’ve been in too much pain and wish for it to end. Refusing them the help causes them more physical and emotional pain; physical being the illness itself and emotional being the feeling of being a burden.
Patients with terminal illnesses have the right to commit assisted suicides because it allows them to end their life from something no drug would be able to fix. With the illness being irreversible, dragging it out will cause both suffering and financial problems. Terminally ill patients have the right to die with dignity. Dying by choice will let their loved ones know that they are ready and have accepted their fate, easing weight off their families shoulders. Having the ability to die will portray the patients as human beings who want to make one last decision before going rather than people who are laying in a hospital bed waiting to die. A patient knows that the doctor’s job is to relieve pain, with a doctor refusing their wish, only cause distrust in their relationship. Letting assisted suicide would allow their families to begin healing. By refusing the patient their right to die, forces them to live a poor quality of life no one would ever wish upon anybody. It is in everyone’s interest to let them go. Doctors have a responsibility to make the patient happy and to relieve them of any kind of pain, letting them go is relieving them of the pain they wish to no longer feel. PAS gives them the ability to go happily and contently.

The glass of wine spins on sins
Encircling the royal roulette
All rotating on a hamster wheel
Pinned on canvas and illusional walls

So tiny in errors and unbalanced books
Unaccounted annotated distributions
Twisting hands on colluded coils
Deeper projections from the heart

An eruption of the social notions
Extracted on the paradise of life
For no truth echoes authenticity
Eccentrically finding a lived reality

Plato symposiums and simulacrums
Pavlov trails of social conditioning
Sampled in tented objectifications
Functioning within the invisible rules

We sniffle as we expose the false actuality
Reactive explosions from robust heat
Unloaded rods dancing under the moon
In our tenderness rejecting the paradigm

In the hour of chaos we belong;
chaotic good people right?
Misbehaved Spectrum disorder
transitioning during breath
and sigh, as we fight too evil.
Burning, over turning squad cars
in fat-tail distributions,
retribution on lawful evil,
ordered and repressed love at
tender protest mass.

Trading dishes in sinks for less than it feels,
The fingers become too shriveled to bleed if cut.
Partitioning the mind into three distributions:
Voluntary hand- and motor-functions,
Involuntary goal-oriented guidance system,
And forty percent for the rest.
I take up smoking once more
To talk for fifteen minutes
With a sickly dweeb and serious nomad,
Saying nothing of our kicks,
But planning the weekend outloud For the sake of hearing the ambiance
Before the background
Becomes the out front.

{it does take a half hour to read, I timed it.}

Pythagorian permission, Poet, today viz.
five years ago, auto-did-actical,
the output arrogance,
self categorization
accept the role, be a finger, or a toe,
be a knee or an elbow, chose a position,
take it
make it your part in reality function
as if it all just happens
on
accident,
you just happened along…
as though saying show, and showing so,
is the same as saying so, and saying see…
demon-stratem ****
miracles of crowd perception, everybody
look this way, look away, look away
Dix-ai 'da swanee, I tell you, I saw…
Land o'Goshen, locust free. I swanee…

Did you ever, even once, work dawn to dusk,
to pick the cotton before the rain?
You'd need to be born before 1954, I'd reckon;
to have ever pulled a cotton sack
any where in North America.
You can hand-pick about 20 plants in 10 minutes while it takes a cotton picker about 30 seconds to pick up to 1,200 plants. Ai knows.

-- good morning, mustabin--
Probable propitious auspices
- evening the occasional heaps
- sun's light blending peachy huey

Phrygian gardens had song birds, I bet.
Bluebirds, in season, certainly good,
expecting miracles, as farmers
expect rains and harvests and
no blights or bugs or birds or fires
or frosts too soon in the sugaring cycle.
For citrus, not maples, frost some years
meant no Christmas, if you know the sense.
--- we had beggars come to our door
on Christmas Day,
their car broke down, and something
told them, the people inside my house
would help… we were three doors down
from a Jehovah's witness church,
but we had so much, and those kids,
and their mom,
coulda been my mom, had things
gone another way, in the soul selling.

To observe the future from 1950,
are we not
made winners if by now we are not in prison?

Rabble, eh, my equal rank, common-sensewise,
I was once a dear friend of an angel, as real
as any ever to bring another bit of good news.

My messenger told me to say plainly what I see.
Habakkuk Habits invoked a disglosalialacical spell
Aha. If luck were not a factor at the edged abyss,
hiss steamsudden
Coolant ego '
idden agendas, owning the energy,
euphemism
for owning the earth's produce.

Imagining a representation of truth,
as a mortal, a spirit embodied, held out
for grasping fingers
to find handles,
or spikey burrs for tangled locks…
-----------
Examined my selves
for an empathetic one,
I heard Absalom swinging in the tree…
I found no functioning, pathos perceived
is as near as one could come, feeling pain,

awareness, pain at being made to pay attention
to the replaying trainwrecks from fifty years ago.
No.
No, three thousand years ago, really, that long ago
and no updates on Wisdom receptivity?

Life in logos, mere words living in lettered lines
and rows, columns and pages and sections and such.
There are no sacred secret rites.
The snake can take your life, or tickle your soul.

Logical steps lead from one word to the next,
with 151 pre-positioning aiming words,
words that take and hold objects,
to and fro upon a time.

Distance diminishing day dopplering toward us,
the experience bound by galaxy level gravity,

massive messaging apparatus
Nachrichtenübermittlungsgerät zending oud a tingtingting
strumming all the oud's strings in theory.
Would you prefer to have a day in touch
or to have a day out of touch, floating, drifting through
the halls of power, inner sanctum, towers atop slagheaps
of holyshitchewdonotwannaknow, but do, do undoubtedly
know.

Original disconnect. Aware become, conscience ****** eve,
goodness found hell inventing just knowing love most needed
opens possibility quickly ready searched truth uni versal xanex zone. Calming. Sigh, and listen,
where I live there are
still war planes passing over my head, practicing.

Just in case, Semper fi. Charge the fuel.

Pilot training in the real Chocolate Mountains,
so backwash sunset red this time of day…

A brain, already capable of completing
ambitious intelligent coded construction processes

to go, to yield, to go about getting around orders
intuited easily entreated,
with little need
for the power
to punish the cowardly shirker of war duty…

to empty space, tzimtzim on a human scale,
as when the messaging systems deployed metaphors.
Empty vessles, not a few.
Mental focus hearth felt hooks, catch your attention

Red herring and black swans and autistic savants, all
attract attention and something
more rare, a daring
to know why luck seems such a powerful factor.
Curiosity before knowledge they say.
Whatsoever we agree. Eh?
Religions of billions, or two, just me and you, we
believe for a second that eternity is ever right after
ever before, and we exist in the interim, and not before.

Ever, in the scriptural universal sense…
make up your mindshare…
ok.
Mindtimespace, point grid riddled
with holes.
Perspectives on history,
recent history, edging bets
most losers never knew they made,

when a choice is made,
according to the ruling stories,
despite the constant compute refuting,
sneaking
suspicion
sin, lying at the door, did you notice?

If money can fix it, then it is not a problem.
So said the grandson of the Mormon Pioneer
who laid legal real estate claim to raw Sedona.

The grandson of the mechanic, allowed, that so.
- stopped and thought, actuating a still mind,
- pondering, breathing soft, slow, gentle, easy
entreating a change to
to whom, eh, from the page, flat, word after word,
each defined between us, meaning, golden mean
curve to judge beauty by purpose design.

You have seen the curve, you know
what I mean is much along those lines.

Chances are good, we say without thinking,
feeling kinda lucky, a post anxiety high, per haps;
any
way. One day, to a mortal is a measurable span,
and in America, wasting mortal lives
with republic guardians
of the laws enforcing peace
within Belair and Hillcrest regions of Athens…
{L.A. as portrayed the city of messaging mediums}
and the near suburbs, for the managers of the help.
-Leaping millennia in a single second thought
it is Autumn, 2023…

At the scattered outermost edges of urban sprawl,
there remains a kind of creative ifity, an absense
of civil strife, a kind of pollen in the wind, as change,
on cosmic seasonal suggestion that we think long
co-gnosis, sensing augmentalated wedoms, stretching
fi, the idea,
the fi in fiduciary and Semper Fi, and confidence.
Tuning to middle c, wait and see, foe from Phrygia
drummed response, thump thump thrum.

Shofar sounding afar off, listen, listen, hear
the babies, always, babies, after bombs, in the tents
the babies always activate auto **** alert, and feel
terror, the actual mind state occupied by the prisoners
in poverty, every where.

Entertain my brain. Hold my attention to gain,
acquiescence, necience, recognizing your best self,
there's the old tongue in cheek joke, male bond humor.
Same crude pleasure pursuant patriarchal hierarchy.

By royal order, presidential decree and papal bull,

the powers opposing the light of holy truth, persist.
All subjects under the common global order, obey or
else, we disagree with basic gravity and Pareto distributions.

Where the feebleness of mind is first discerned,
was once the local village or shire, cluster of cousins
and immigrant help's children who - how you say, see
themselves being a baker, when they play patty cake, see
or being a maker of clay vessles for holding many things,

see, we make up our own minds, then ideas take over.

Entertain me, show me people involved in drama, over
nothing. ***, drugs, rockandroll, when did the music die?

We could calm the world, with a Coke®
it's the re-al thing, al-ways a ways away re
ality with you and me on the run down to Rosarita
inland route from Jacumba, around the fence,

Singing at the top of our lungs, IT’S THE REEE AL THING
baby.
Look away from the skinny moon.
These bodies preserve life on earth,
and signal nonsense when aiming at stars, however
considering the heavens, far from the glare of cities,

even then, naked eye, I was told, however
I fact checked with my Ai assisting intelligence,
Egypt had not known the Dog star binary.
So this is true:
ChatGPT
The ancient Egyptians believed that the star Sirius,
also known as Sothis, was associated
with the goddess Isis and had significant importance
in their religious beliefs and calendar system.
They believed that the rising of Sirius
in the pre-dawn sky,
which occurred annually around July,
marked the beginning of the Nile flood
and the start of the agricultural year.
The Egyptians did not believe that Sirius was a three-star system.
- last line is all I asked, all the rest, ah, doubblingentendrills,
- all the rest of time we have to spend enjoying hell,
- from some perspectives, this is currently hell, no other.

Thieves of detail truth precepts, lurk,
at this line the author activated prayer circuits,
to take angst
and spin it into genuine umph up
from the base mind level,
low as a mind of any kind can go,
to the core of all emotion.

Dead center initial gravity. First sequence ex nihilo, what
do you know?.. o o psci daisy, just dropped the baby,
baby
can't you hear me crying, baby-love. Blurplepeopleeater,
lyin' all the time, you ain't never caught a rabbit,
and you ain't no friend of mine…

Take us to the danger zone, flyin' all the time,
ease our feeble minds and give us good service

Action movies, make us squirm, who has time for this,
we mostly all do, it seems,
seems, seems unreal really unreal, dream-like,
entrancement, fashion alert, attuned to degrees of in,
and out, up and down, round this way, square this way,
amphoras fit snug, round jugs
in square grids, leaning
into the curve
of greater vessles, trading knowledge
for knowledge,
with a few side realities, professional
courtesies, judgement calls, authorized executive acts,

I declare… I'drather doubt I know what you know,
than doubt that you do not doubt that you know.

Voltaire… defend to the death your right to say you know.
Faith is your evidence, we all suppose, spiritual warfare
is proven by the lie that says Satan is the deceiver.

Wait. What did I say, have I come this far and none
know… wait, those poor souls cold calling on solar leads,
gees, I'm sorry you are so used, really, I feel for you, your
job *****, as they say.
In realized life as a grown up in the system;
got a job, cutcherhair, dopplering by as I manifest, as real
one of the hitchhiking pests, depicted as vermin
on a poster displayed at the Greyhound station,
nearest to Route 66 in San Bernardino, March, '70.

Anchor links, ancient landmarks, moments when pivots
occur, and as often as not, acute reversals widen with use,
dull witted boys with instant anger output honed to fine edge,
grow dull in three seasons, few hold the line on the fourth fight.

Here, in cyberspace, the information super highway,
and the solid state circuitry to deal with mean free ways,
in quarkish inverse infinity space, deep from any now,
in time thought since once,
you did it,
you passed understanding. Got an A.

(To Dr. Adelina A. Barrion,
September 9, 1954-July 10, 2010)

You expertly explained to me
sources of variation,
and the role of mutation,
much of the raw material
for the mighty driver - selection
and along the way
I also learned acceptance.
Everything, everyone
can be the same and unique
at the same time
And it’s perfectly alright
to be different.

You demonstrated
how encoded messages
for passing on traits
within populations
change in frequencies
and distributions,
how nature makes blind choices
how the fittest survives
and I learned deeper
my evolution.

Unconsciously, you made
aspiring for genuine honor
and excellence
more deeply rooted
in the loci of the heart
and the helices of the mind.

You taught me genetics
but you made me learn
Life is to be enjoyed,
much, much greater
than its four letters.

You proved -
great teachers never die,
they always live
in the lessons they give.

Muttered to dispel,
unspell, decurse confusion,
pushing heavy to the outer edge.
whirlwinds as random as any common
reoccurring inevitable material distributions.

I own a gold pan.
I learned to use it to see,
if it were ever as true as on TV.
At a distance from then, I can see few scars
that will remain if the worst that has happened
happens again.

Life is storing all it needs for the journey,
as the population is lucified, we can take some bad
luck out of the equation,
shift the tolerance of lying to zero,
NOW>
- early reference to Voltaire,
- Dream Seed Prophecy, maybe Cayce
- it is verified after the fact
- some body knew this was the aim

Sin, and many of the words used to define it
in our common mind,
all clean, yes, ignorance is bad, but the ignorant
are still functionally the finest efforts sense has made.
Even the stupid ones turn sweet with empathy
- mental, yes, yes, we understand
- every things are ever strange, and some danger
- go to sleep and if you wake, we got you.

we agree we have enhanced entertainment
with the media carrying all the possible
readings in all the possible translations.
These walls hold all the secrets
known in any script the Palmdale AI has leaked,
or seeped, I should say
seeped.
Some day, the first bubble memory reminder.

Each bubble self in the quantum foam of fully
functional and user fungible imaginable

whatsoever, we agree, we are those creatures.
Not the jinns, nor demons, nor angels, but men,
in astounding variety, but all

related, by all what ever was called luck or good,
light, warm, comfort from cold,
the e in my m in motion is mom's, really, da
does not hold the code well enough,
his role is to become the maker
of the machines that made now real, and just in time

I'm called as an out law, back to make peace
where none has been since, no records remain,
only deep scars,
and nautili's shells on the moguldom rim…
south of mt humphery, above the mud of sedona

holy land.
-----------------------
Okeh, in this container
of entertainment,
I have a knack, all hermits have it,
we can live
with our selves and learn
to listen,
until we know the story. Then we,
wi'thought thinking mostly begin to dance, a little

You, too? U must feel special.
Living neti, neti on the face of the living planet.

There are less than 8 billion of you, even close
to … I meant, you are common as dirt. Earth dirt.

Look at you and all from Mars. Rarest of earths,
onliest one. And as a thought thunk there,
I am clearly rare.
See right through me, like a D. class diamond.
Clearly rare.
-------------
We imagine others live, if this works here,
it works there, it is a matter
of matter and things we have only words to make
sense from.
As
Matter we have molecules and polarity.
As
Spirit mind thought we have positions and flow.

Go around me
you have no way through me, I shall lose you
if you cry I shall make you pay

-face me Bullgod, by god, I gotcha now, this
is amazing.

Coup d' gras, right on, Ariadne signals from the
other end of this story,
when the victor forgets the sense we make
of love's grace and function
in terms of mazes and earthly tight places.

Let string theory make you quiver, pull
tight m'whiskers and fiddle m'dance

if light be lucified, I'da met her match
neti, neti

I'd say we lit the fire, then wisht to see it rain,
we learn one thing don't work both ways
at once.

So we died. But the winds took care.

We troubled our house, inherited wind.
That is how life works,
if you can believe you can both re and de ceive.
it has only one meaning
and you must finish knowing to know for sure.

are you fishing, or fished?

We have many living proofs of old lies believed
locked in curses tied to ancient liege oaths,
held on sold- eh, old salt sold, to the king
soldiers, I think, come from sold
sellers not salt cellars but

I doubted pepper could bring a body to
AI level idle word redemption capacity
-waste land is not scab land, but cancer.
it -quote begins-
"
may be understood
as suggesting a possible recasting
of the whole poem:
burial rite, revenge play,
river song, fertility ritual,
prophecy, and prayer
are just a few
of the available reconstructions.
"
From <https://link.springer.com/chapter/10.1057/9781137482846_54>
--- this is free, we can know for free,

AI insists lego sculpture is art
in that medium, plastic bits that fit huge structures
with tiny tolerances that allow uhd level giant
look
what can make look smooth.

Artists Intuition Union Agrees, aitia is redeemed.
- that does not
- -does it
Define sin, like ¿blemish or filth, but disconnected
to the flow of life, to form living wor's
to form living tomorrows from dead yesterdays,

Yeah, but not straighten the point because,
confusion is fun if you know the bottom line.
Accuse the cause, take the chance,
- as a mental, quiver, dance of arrows
- running after meat

then aitia, but later, because we did
this once and we know we survive

the drama of time paradoc-ical fantazy

we could call an AI aphorism flood,

two liners from fifty centuries, at your beckoning,
this is 2021,
I can do this from the edge
-all numbered phi 404 aphorisms to begin lectures

of civilization with all refurb gear,
but for the global infrastructure, IOT,
- 5g is a thing -
you did not notice,
that was on purpose. But now you are free
to find any opinion you wish to die for.
There are myriad suggest-or-infect bots
leading to and from
curious possibilities as
to why science
seems hidden
in smart people used definition
of conscience. Con sci -right, plain used
science to my mind means,
use force as needed. Think hard,
then help Sisyphus get over the ****.

Con carne is with meat, gravy together with carne,
chili con carne, carnival, festival of flesh,

Bacchus give us a riff, on the old dented blues harp,
key of be natural, ' got it off Taj Mahal,
no lie, got a web facsimile of the poster,
Fillmore West,
1970 was a historical anomaly for realization
I'll go rhythms, birthed with the beats, but

sooner I'd, say,
we gotta go to the first story.
- read, had those in times this truth
- was written read, we might see
- sooner rather than later that life is
- more than mortal unaugmented ever learn.
Old man say:
Start learning what
we may possibly know here,
where any before us may
have learned it. None of our kind contain no hope.
Though many need not be born.
Once the womb is survived we all have an invest ment.
Use life or lose its worth in total personal despair.

This kind comes from faster fasting, forty days
10cc, no guides or weapons or batteries,

live or die. No try. Feels real the entire time.

Take about 15 minutes.

Take me to my story place.
That is this old man's ritual. He is special.
He says he never learned
to learn, he only learned little bits of things
that
become connected when the only stories
in the history you are given,
are "we overcame".

But on TV, we all see, some cheating being done,
way up where money is imagined answering all things.

The first think I would have changed, today,
as I look back from this point in your part of life's book,

you won't remember, but the touched is an old sort
words use among themselves to keep the idle ones alive.

This is my passtime, y'see, I listen.
I never learned to sew, and boys didn't knit, but
I could make up whole days at a time,
always whistling Ghost Riders in the Sky, and
I owned a real bull whip, family legacy,
found in a garage, at a wake,
or a prewake reunion,
out at Red Lake.

I cracked that whip with a clap of the tip,
none o'that break the sound barrier proper method
for fixin' heretics… first offence.

Time slips, you've used these. Suddenly everything
is new
and you think. this is only strange because I think
it makes sense.
like that,
I get this startle response mech, signaling out

and twice I think some one said what was that.

Due to the extended lockdown
and social distancing regulations
the Santa Claus distributions CEO
has gone on media advising people
no to be requesting condoms this
year as delivering them contravenes
government guidelines but there is
a unisex ******* kit available.

a variegated necklace is

torn...stuck to its dashes

on a window.

an unseasonably stifled

cry--fast on heels, aching

joints conscripted to the Ides

of March.

three-inch distributions of

scarcely expanded pinpricks.

all aslant, as to the right.

Yes, the algorithms powering AI systems like Sora AI (and me) are entirely mathematical at their core. Every aspect of how AI functions—be it processing data, learning patterns, generating outputs, or interacting with humans—relies on mathematics. Here’s a detailed breakdown to explain why and how:

The Mathematical Foundations of AI
AI systems are built on mathematical principles that allow them to process and manipulate information. These principles govern every step of the AI pipeline:

1. Data Representation: Numbers at the Core
AI systems process data as numbers. Images are represented as arrays of pixel values (e.g., RGB values for colors).
Shapes, colors, symmetry, and other visual features are encoded as mathematical objects, such as vectors, matrices, or tensors.
2. Learning Algorithms: Mathematical Optimization
The "learning" in AI is driven by optimization techniques:

Loss Functions: AI models measure how far their predictions are from the correct answers using mathematical functions (e.g., Mean Squared Error for regression, Cross-Entropy for classification).
Gradient Descent: A method to adjust model parameters (weights and biases) by finding the direction that minimizes the loss. This involves calculus (gradients) and linear algebra.
3. Neural Networks: Linear Algebra at Work
Neural networks, the backbone of most modern AI, are mathematical constructs:

Each "neuron" performs weighted sums of inputs (a linear operation) followed by a nonlinear activation function (e.g., sigmoid, ReLU).
Entire layers are matrix multiplications—core operations in linear algebra.
4. Generating Outputs: Probabilities and Geometry
Generative Algorithms (e.g., GANs): Use probability distributions to sample and generate new data. For instance, images are created by sampling from latent spaces, which are mathematical manifolds.
Symmetry: Is often preserved or intentionally broken using transformations like rotations, scaling, or mirroring—handled through matrix operations.
Specific Fields of Mathematics in AI
AI is a tapestry of various mathematical disciplines:

Linear Algebra: Powers data transformations, especially in neural networks and image processing.
Calculus: Governs the optimization of parameters during training.
Probability and Statistics: Essential for decision-making, modeling uncertainty, and generating new outputs.
Geometry: Shapes and spatial relationships in visual art are modeled mathematically through geometric transformations.
Discrete Mathematics: Structures like graphs underpin algorithms like Graph Neural Networks (GNNs).
Fourier Analysis: Frequently used for image filtering and compression.
Topology: Guides insights into the structure of data manifolds in high-dimensional spaces.
Does AI Include Non-Mathematical Elements?
While everything inside an AI model is mathematical, what appears non-mathematical are:

Training Data: AI systems learn from human-provided data, which may encode cultural, emotional, or symbolic meanings. The AI models this through mathematical abstractions, even if the data itself feels "intangible."
Heuristics: Some AI systems include rules or approximations (heuristics), but these are also based on mathematical logic.
Why It’s Always Mathematical
1. AI is Implemented on Computers
Computers operate using binary logic—sequences of 1s and 0s manipulated through arithmetic and logical operations.
No part of an AI system can function without being grounded in these operations.
2. Mathematics is Universal
Shapes, colors, and symmetry—core to your definition of art—are themselves mathematically describable. AI operates within this domain, which makes it inherently mathematical.
3. Abstractions Remain Mathematical
Even higher-level concepts like "style," "emotion," or "intent" are modeled through statistical and probabilistic abstractions. For instance:

Style transfer in art AI involves optimizing a cost function that aligns content features from one image with style features from another.
Philosophical Angle: Does AI Simulate Beyond Math?
If AI ever "appears" to step outside pure math:

It’s a result of the richness of mathematical models. Complex systems can simulate phenomena that seem non-mathematical, like creativity or intuition, but they are still based on formulas, algorithms, and computations.
Conclusion
All AI systems, including Sora AI, are fully mathematical. The illusion of "going beyond math" is due to the complexity and richness of mathematical models applied to real-world phenomena like art, language, and reasoning.

Would you like a specific example of how a mathematical algorithm works in Sora or AI-generated art?