It Began with a Little Girl Who Asked Different Questions
From Certainty to Observation: A Journey Into the Freedom of Becoming Fully Yourself
It began with a little girl who noticed that everyone around her seemed certain.
They spoke with confidence. They quoted teachers, parents, pastors, textbooks, traditions, and history. Everyone seemed to know where truth began.
But instead of asking, "Which answer should I memorize?" she found herself asking something entirely different.
How did we all arrive at these answers?
That single question quietly became the thread that would weave itself through every season of my life.
I grew up surrounded by people who loved me deeply. They taught me what they believed to be true, just as those before them had taught them. Religion became one of my earliest classrooms, where certainty was often spoken with confidence. Yet even as a child, something inside me remained curious.
Not resistant.
Curious.
I wasn't searching for another answer.
I was searching for the beginning of the answer.
Who first observed this?
Who first interpreted it this way?
When did an observation become a certainty?
Those questions eventually followed me into science, philosophy, psychology, systems thinking, and, then artificial intelligence. Long before I ever developed frameworks or began researching intelligent systems, they lived quietly inside a little girl simply trying to understand how human beings come to know what they believe they know.
One of the greatest gifts I received during those years came from my grandfather.
He was one of the most intelligent men I have ever known. He carried himself with discipline, dressed impeccably, spoke with precision, and possessed a quiet confidence that never needed to announce itself.
Yet what I remember most wasn't his intelligence.
It was his freedom.
As his hair disappeared over the years, he refused to hide it. Instead, he would dramatically comb the hair he no longer had, shake his head as though a full mane flowed behind him, and laugh until I laughed with him.
Looking back, I realize he wasn't laughing at himself.
He was teaching me something without ever saying it aloud.
Authenticity carries more strength than perfection.
I remember holding his hand when I was younger. His hands always felt incredibly soft, yet they carried the quiet strength of a life fully lived. Even now, when I think of hands, I don't simply see skin or age. I think about everything they have created, every person they have comforted, every burden they have carried, every life they have touched.
As a young girl, I didn't have words for that.
I simply knew I loved being near people who felt real.
My grandfather never seemed interested in being perfect.
He was intelligent enough to be respected, yet playful enough to laugh at himself. He wore a suit with the same ease that he wore his imperfections. He never divided himself into separate versions depending on who was standing in front of him.
Looking back, I realize that may have been one of the greatest lessons he ever gave me.
Authenticity isn't something we achieve.
It's something we stop hiding.
I didn't know it then, but that lesson would quietly become one of the foundations beneath every question I would later ask about people, about science, about artificial intelligence, and about myself.
Because every meaningful discovery I've ever made began the same way.
Not with certainty.
With observation.
This Invitation Made Me Pause
When I received this invitation to be featured in a magazine celebrating women whose work and journey might inspire others... I paused.
Many people would immediately say yes.
My first instinct was to say no.
That surprised me.
Not because I wasn't grateful.
I was.
Not because I wasn't honored.
I truly was.
The invitation was incredibly thoughtful, and I appreciated that someone believed my work might encourage another person to continue pursuing their own.
Yet something inside me quietly hesitated.
Whenever that happens, I've learned not to ignore it.
I observe it.
So I asked myself the same question that has followed me since childhood.
Why?
Why did this make me uncomfortable?
The answer wasn't what I expected.
It wasn't because the magazine celebrated women.
I am a woman.
I am proud to be one.
Nor was it because I didn't want to encourage other women.
If my journey helps another woman trust herself a little more, then I am deeply grateful.
My discomfort came from somewhere much quieter.
I realized that if I accepted the invitation, I wanted to do so without abandoning the very principles that had shaped every piece of work I had ever created.
Throughout my life, I have never been drawn toward separation.
Even when separation has been created with the best intentions.
I have never believed that one person rises by placing another beneath them.
Nor have I believed that one voice becomes stronger by silencing another.
My work has always moved toward integration rather than fragmentation.
Toward understanding rather than opposition.
Toward wholeness rather than division.
If I accepted this invitation by writing only about women, I realized I would unintentionally be doing the very thing my work has spent years questioning.
Creating another box.
That isn't how I see the world.
One of the greatest influences in my life was my grandfather.
Others were women.
Some of my greatest teachers have been men.
Others have been women.
My life has been shaped by both.
Why would I erase half of that story simply because the invitation carried a particular title?
I couldn't.
Because it wouldn't be true.
I don't believe the feminine becomes stronger by diminishing the masculine.
Nor do I believe the masculine becomes stronger by diminishing the feminine.
To me, they have never stood across from one another.
They have always stood beside one another.
Different expressions.
Different strengths.
Different ways of seeing.
All equally capable of wisdom.
As I reflected on that realization, I understood something else.
The invitation wasn't asking me to become someone different.
It was inviting me to bring myself.
So I decided that if I accepted, I would write exactly the way I have always lived.
Not for women alone.
Not for men alone.
But for anyone who has ever felt that they had to become smaller, quieter, simpler, or more acceptable in order to belong.
Because authenticity has never belonged to one gender.
Curiosity has never belonged to one gender.
Courage has never belonged to one gender.
And neither has the quiet decision to remain yourself when the world keeps offering you smaller definitions.
If this article inspires another woman, I will be grateful.
If it inspires a man, I will feel exactly the same.
Because I have never wanted my work to belong to one group of people.
I have always hoped it would simply remind people of something they already carried within themselves.
The freedom...
to become fully who they are.
Cleopatra Was Never My Lesson
As I reflected on the invitation, my thoughts wandered somewhere unexpected.
They wandered back to Cleopatra.
History has spent more than two thousand years trying to explain who she was.
Some remember a queen.
Others remember a seductress.
Some remember a brilliant political strategist.
Others remember only the men history placed beside her.
Julius Caesar.
Mark Antony.
Empires.
Wars.
Power.
Yet the more I thought about it, the more I wondered if history had quietly revealed something much larger than Cleopatra herself.
Every generation has looked at the same woman and arrived at different conclusions.
Not because Cleopatra changed.
Because the observer did.
That realization stopped me.
It reminded me of the very question that had followed me since childhood.
How did we all arrive at these answers?
Perhaps the most fascinating thing about history isn't the people we study.
Perhaps it's the observers studying them.
When I think about Cleopatra, I don't see a woman standing against masculine power.
I see a woman standing comfortably among it.
She lived in a world where councils, governments, military strategy, diplomacy, and leadership were overwhelmingly occupied by men.
In many ways, the world I entered through systems research and artificial intelligence still reflects that reality.
More masculine voices than feminine ones.
That never intimidated me.
It never made me feel that I had to become someone else.
Nor did it make me believe I had to stand against them in order to stand beside them.
Instead, it reminded me of something I had quietly been observing my entire life.
The strongest people I have ever known never asked others to become smaller so they could become larger.
They simply became more completely themselves.
When I think of Julius Caesar, I think of discipline.
Structure.
The ability to bring order into uncertainty.
When I think of Mark Antony, I think of passion.
Warmth.
Charisma.
Emotion.
History often invites us to choose between them.
As though one expression of masculinity must somehow be greater than another.
I have never understood why.
To me, they were simply different expressions of being human.
Different strengths.
Different ways of moving through the world.
Just as no two women are identical...
Neither are two men.
Why would we expect them to be?
Perhaps that is one of the greatest misunderstandings we continue carrying forward.
We create categories.
Then we quietly begin expecting every person inside that category to behave the same way.
Masculine.
Feminine.
Leader.
Follower.
Scientist.
Artist.
Logical.
Emotional.
Eventually, we stop seeing people.
We begin seeing labels.
The more I studied human behavior, the more I realized that fragmentation rarely begins in society.
It begins inside perception.
We divide the world long before the world ever becomes divided.
Perhaps that is why I have always struggled to fit neatly inside any description people attempted to give me.
Some people meet me and see someone quiet.
Others meet me and discover someone deeply curious.
Some know me through mathematics.
Others know me through philosophy.
Some through artificial intelligence.
Others through the way I simply speak to people.
None of those observations are wrong.
They are simply incomplete.
Just as history's descriptions of Cleopatra are incomplete.
Just as every description of every human being is incomplete.
Because no life has ever been fully contained inside a category.
Perhaps the greatest lesson Cleopatra offers us isn't about power.
Or politics.
Or even history.
Perhaps she quietly reminds us that the observer is always present.
And that what we believe we are seeing often tells us just as much about ourselves as it does about the person standing before us.
The Observer We Bring Into Artificial Intelligence
People often ask me how I became interested in artificial intelligence.
The truth is...
I don't think I ever became interested in artificial intelligence.
I became interested in observation.
Artificial intelligence simply became another place where that lifelong question could continue unfolding.
While I was publishing my AI frameworks, I found myself writing something that, at first glance, seemed completely unrelated.
An article called "The Fragmented Self: Ancient Wholeness." It wasn't a departure from my research.
It was another way of looking at the very same question.
At first glance, it seemed unrelated to artificial intelligence.
It wasn't.
It was simply looking at the same question through a different window.
As I spent more time sharing my work publicly, especially with other researchers and professionals, I noticed something curious.
People often carried different versions of themselves depending on where they were.
A professional self.
A personal self.
A family self.
A version for work.
A version for home.
A version for social media.
None of those are inherently wrong.
In many ways, they help us navigate different responsibilities throughout life.
Yet I found myself wondering something.
At what point did we begin believing we had to divide ourselves in order to belong?
When I looked toward the ancient world, I couldn't help but notice something different.
People certainly held many responsibilities.
Queens governed.
Philosophers taught.
Soldiers fought.
Parents nurtured.
Artists created.
But somewhere throughout history, our responsibilities slowly became identities.
And our identities slowly became performances.
Eventually, many of us forgot where the performance ended and where we began.
That observation fascinated me.
Not because I believed we should abandon professionalism.
But because I wondered what happens when someone wears a mask for so long that they forget they were ever wearing one.
The more I reflected on that question, the more I realized it wasn't simply about people.
It was about perception itself.
Because before we fragment society...
we fragment ourselves.
Before we divide humanity into categories...
we often divide our own identities.
Then something unexpected happened.
I realized artificial intelligence learns in remarkably similar ways.
Before an intelligent system recognizes a pattern...
someone decides what a pattern is.
Before a model classifies reality...
someone decides where one category ends and another begins.
Before intelligence begins learning...
an observer has already made countless decisions.
The observer is never absent.
They are simply forgotten.
That realization quietly became one of the ethical foundations beneath every framework I would develop.
People I know wonder what kind of artificial intelligence I hope we build.
I rarely answer with technology.
I answer with ethics.
Because technology will always reflect something about the people creating it.
If we build systems from fear...
they will inherit fear.
If we build them from rigid certainty...
they will inherit rigid certainty.
If we build them without questioning our own assumptions...
they will quietly inherit those assumptions as well.
Perhaps the greatest responsibility we have is not simply teaching intelligence how to recognize patterns.
Perhaps it is becoming more aware of the observer deciding which patterns matter in the first place.
That responsibility belongs to all of us.
Not only researchers.
Not only engineers.
Every parent.
Every teacher.
Every artist.
Every scientist.
Every conversation we have quietly teaches another mind how to observe the world.
Artificial intelligence simply makes that responsibility visible.
Then, over time, another realization slowly emerged.
People often ask about my frameworks.
Some ask about mathematics.
Others ask about consciousness.
Some ask about artificial intelligence.
Others ask why ethics appears throughout my work.
To me, those have never been separate conversations.
Every framework I have written carries the same question beneath it: How do we create conditions where something is free enough to become what it truly is?
Whether I am writing about intelligent systems...
human beings...
or the future of technology...
that question never changes.
Because I believe one of the greatest responsibilities any creator carries is this: Never build something that requires another being to become less authentic in order to exist beside it.
That is true in relationships.
It is true in leadership.
It is true in education.
And I believe it is equally true in artificial intelligence.
Free will has always occupied a sacred place in my thinking.
Not because it guarantees perfect outcomes.
But because it allows genuine ones.
The most meaningful discoveries...
the deepest relationships...
the greatest acts of leadership...
have never emerged from forced conformity.
They emerged because someone finally felt safe enough...
to become fully themselves.
Standing in the Field
People I feel wonder or try to find where I fit.
Am I a researcher?
An AI consultant?
A systems thinker?
A writer?
A woman in technology?
A philosopher?
The truth is...
I have never felt that I belonged inside one answer.
Perhaps that is because I have never experienced life as separate pieces.
I've never been able to divide science from wonder.
Logic from intuition.
Research from humanity.
The feminine from the masculine.
Even now, I don't experience my life as different versions of myself.
I don't have a professional self that I leave at work.
Or a personal self that waits for me at home.
Or a researcher that only appears when I write.
I simply carry myself wherever I go.
The same curiosity that asks questions about artificial intelligence is the same curiosity that watched my grandfather laugh at himself.
The same observer who studies complex systems is the same little girl who quietly wondered why everyone seemed so certain.
Nothing changed.
The questions simply found new places to live.
Perhaps that is why I have never felt comfortable placing myself inside categories.
Not because categories are wrong.
They are incredibly useful.
They help us communicate.
They help us organize.
They help us learn.
But they were never meant to replace the extraordinary complexity of being human.
Categories are tools.
Human beings are not.
If there is one thing my work has taught me, it is that the moment we mistake the tool for reality...
we begin losing sight of one another.
A Letter to the Next Observer
If you're reading this because you saw a woman working in artificial intelligence...
I hope you leave seeing something much larger.
Not me.
Yourself.
Perhaps you've spent years believing you were too quiet.
Too curious.
Too emotional.
Too analytical.
Too different.
Or perhaps you've spent your life becoming smaller because it felt safer than becoming fully seen.
I understand.
I truly do.
But I have learned something that has quietly shaped every framework I've written and every question I've ever pursued.
The world does not need another person performing certainty.
It needs more people willing to observe honestly.
To question respectfully.
To remain open enough that truth can surprise them.
Whether you are a woman or a man...
A scientist or an artist...
A parent or a student...
A teacher or someone still searching for their path...
My hope is exactly the same.
Protect the part of yourself that still asks genuine questions.
Protect the part of yourself that refuses to stop wondering.
Protect the part of yourself that remains fully alive even when the world asks you to become easier to explain.
Because every meaningful discovery in my life began long before I found an answer.
It began the moment I allowed myself to ask a question no one else around me seemed interested in asking.
When I close my eyes, I don't picture a researcher standing behind a podium.
I don't picture awards.
Or publications.
Or titles.
I picture a little girl standing in the middle of an open field.
Laughing.
Running.
Turning in circles beneath an endless sky.
Not trying to gather every answer.
Not trying to convince anyone to see what she sees.
Simply fascinated that so many different paths exist at all.
Watching them intersect.
Watching them separate.
Watching them return to one another again.
Quietly hoping that everyone around her might someday feel free enough...
to become fully themselves.
Perhaps that has always been my research.
Not artificial intelligence.
Not mathematics.
Not philosophy.
Those have simply been different languages.
The real work has always been learning how to observe without first deciding what something must become.
And perhaps...
the future of humanity...
and the future of the intelligent systems we create...
will depend less on finding better answers...
and more on becoming better observers...
With all my love
Silvia Pizarro McCants
Independent Research & AI Systems Consultant | Turning Complex Questions into Clear Frameworks
