
The Origins of AI
Episode 1 | 26m 46sVideo has Closed Captions
Uncover AI’s origins, from the Industrial Revolution to today.
AI is set to redefine education, healthcare, employment, and even faith and ethics. Join us as we uncover AI’s origins, from the Industrial Revolution to today.
Problems with Closed Captions? Closed Captioning Feedback
Problems with Closed Captions? Closed Captioning Feedback
AI: Unpacking the Black Box is a local public television program presented by WITF

The Origins of AI
Episode 1 | 26m 46sVideo has Closed Captions
AI is set to redefine education, healthcare, employment, and even faith and ethics. Join us as we uncover AI’s origins, from the Industrial Revolution to today.
Problems with Closed Captions? Closed Captioning Feedback
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Learn Moreabout PBS online sponsorship♪♪ ♪♪ >> Support for "AI: Unpacking the Black Box" comes from viewers like you and from Goodwill Keystone Area.
It's the last tea party for Cristo with Miss Marshmallow and Sarah's first day of management training at Goodwill.
When you donate to Goodwill, you help provide skills, training, and career placement.
And the things you loved start a new life, too.
>> Imagine waking up one brisk autumn morning and sitting down to breakfast with your family.
You grab that first cup of coffee, and you sit down as the kids are bickering over who gets that last pancake while you and your spouse are debating whether hosting Thanksgiving at your house is even a good idea this year -- I mean, given both of your busy work schedules.
Now, it's a typical morning filled with the usual chaos of family life.
Then suddenly, every smartphone in the room buzzes with an urgent alert.
The atmosphere shifts as everyone looks at their screens, eyes wide with disbelief.
The alert reveals that an alien civilization, far more advanced than ours, is on a direct path to Earth.
These beings may resemble us in some ways, but their technology and intelligence are light-years ahead.
In that moment, a mix of emotions washes over you.
There's awe at the thought of encountering extraterrestrial life, fear of the unknown, and curiosity about what their arrival could mean for humanity.
How would we react?
How would we prepare for their arrival?
Faced with such a monumental event, humanity's response would likely be complex and varied.
While many would hope for unity and collaboration, the reality might be far more nuanced and challenging.
On one hand, we might see unprecedented cooperation.
Nations could put aside longstanding conflicts, pooling resources and knowledge to prepare for this cosmic encounter.
Scientists from rival countries might share breakthroughs, while world leaders could form a united front.
Citizens might volunteer en masse, contributing to global initiatives aimed at understanding and preparing for our visitors.
This united effort could drive rapid advancements in technology, diplomacy, and even our understanding of the universe.
However, human nature and history suggest a counterpoint to this optimistic view.
Despite the magnitude of the aliens' arrival, many humans might choose to ignore or even protest against it.
Some might deny the reality of the situation, dismissing it as an elaborate hoax or conspiracy.
Others, driven by fear or ideology, could actively resist any preparations.
viewing the aliens as a threat to their way of life or religious beliefs.
Religious groups might interpret the alien arrival through the lens of their faith, with some welcoming it as a divine event and others condemning it as the work of evil forces.
This could lead to social unrest and further division.
Economic interests could also play a role, with some corporations seeing aliens' arrival as a threat to their business models, while others might exploit the situation for profit, potentially at the expense of the greater good.
Even those in favor of preparation might disagree vehemently on the approach.
Should we welcome the aliens with open arms or prepare our defenses?
Should we share all our knowledge or protect our technological secrets?
This divided response would complicate our preparations, potentially leaving us less ready for the momentous encounter than we could be.
It would highlight the challenges we face in addressing global issues, even when the stakes are at their highest.
Okay.
Now brace yourself as we shift our focus from extraterrestrial visitors to something as equally profound -- artificial intelligence.
AI isn't just another technological advancement, it's a looming superintelligence that's hurtling toward us at a breakneck speed.
This digital juggernaut stands poised to revolutionize every single aspect of our existence.
While not from outer space, it is an unprecedented force, except of our own creation, one that promises or perhaps threatens to redefine the very essence of how we live, work, and interact with the world around us.
So grab that cup of coffee 'cause you're gonna need it.
I'm John McElligott, technical futurist, author, inventor, and robot builder, and I'll be your guide on this exhilarating eight-episode journey into the mystery that is artificial intelligence.
Together, we'll venture into uncharted territories as we prepare for the inevitable meeting of the biological and artificial minds.
I'll be interviewing a diverse range of experts, from educators grappling with AI-led classrooms to technologists actually using AI to resurrect extinct species.
We'll hear from luminaries building these groundbreaking technologies, as well as those that are vehemently opposed to their irresponsible use and deployment.
We'll even dive into existential questions.
What does AI mean for the world of faith?
How do we adapt as artificial intelligence potentially pauses aging or even creates digital and biological immortality?
But we won't just be unpacking the inner secrets of the AI black box.
Together, we're embarking on a groundbreaking experiment, one that is both unique and transformative.
This will be the first and last production of its kind, showcasing the remarkable collaboration between humans and AI as a fledgling intelligence grows right before your very eyes.
One of the most exciting aspects of our journey is the process of embracing and documenting the quirkiness of some of the older AI models.
Throughout the episodes, we'll be utilizing multiple generations of artificial intelligence, gradually transitioning from some early models to the more advanced versions as we progress through the series.
Now, this innovative approach allows you, the viewer, to experience AI's growth and development in real time, creating an even more engaging and impactful experience.
Our next step will be to leverage AI to translate the content into every language, ensuring that the entire world learns about the possible ways AI could shape the future of humanity together.
It's essential that we ensure no one gets left behind in this technological revolution.
Time is of the essence, and we are losing this race.
Many of us have been overlooked in previous technological advancements, but this time, we must make a conscious effort to ensure inclusivity.
We are currently facing a divide between those who have access to technology and those who don't.
If we aren't deliberate about the steps we take over the next 18 months to expose all of humanity to this emerging intelligence, we risk creating a new divide.
Right now, we have the haves and the have-nots.
But if we're not careful, not informed, not paying attention, AI could divide us into the haves and the have-nevers.
By the end of this series, you'll not only understand how we arrived at this pivotal moment, but you'll also be equipped with the framework to make sense of how this technology will affect you, your career, your community, and even your family.
Now we're going to peel back the layers of mystery, demystify the complex, but more than anything, we're going to unpack the black box that is artificial intelligence.
So, what is artificial intelligence?
Well, I mean, what is intelligence?
I'll wait.
I mean, it's pretty hard to describe, right?
Philosophers and neuroscientists alike have struggled with this exact dilemma.
Now, before we can even begin to understand AI, we first need to understand something about ourselves.
Humans have an innate drive to create, to bring forth something new from the raw materials around us.
This urge is so fundamental to our nature that it's woven into our oldest stories, our art, and our scientific pursuits.
It's a drive that has propelled us from cave paintings to space exploration, from simple tools to complex machines that can think.
Consider the Genesis story from the Bible.
In this narrative, God creates life and intelligence from the dust of the Earth, breathing consciousness into inanimate matter.
This act of creation is portrayed as the ultimate expression of divine power and wisdom.
It's a story that resonates deeply with our own creative impulses, reflecting our desire to bring forth life and intelligence from the lifeless.
The idea of creating life from non-life, of imbuing the inanimate with consciousness, has captivated the human imagination for millennia.
The ancient Greeks had their own take on this theme.
In their mythology, Hephaestus, the god of craftsmanship and fire, created automatons, bronze servants imbued with intelligence and the ability to move on their own.
These weren't just simple tools, but creations that blurred the line between the animate and inanimate.
Much like our modern pursuit of AI, the myth of Pygmalion, who sculpted the statue of a woman, wished for her to come to life, and had the wish granted by Aphrodite, further illustrates this fascination with creating sentient beings.
But these aren't just isolated stories.
Across cultures and throughout history, we find similar stories of creation and the bestowal of intelligence.
In Jewish folklore, we have the golem, a creature formed from clay and brought to life through mystical rituals.
In Norse mythology, Odin and his brothers created the first humans from trees.
These recurring themes speak to a universal human aspiration to create life and intelligence.
These tales reflect a profound truth about human nature.
We are driven to create intelligence outside of ourselves, whether it's the biblical God forming humans from dust, Hephaestus crafting intelligent bronze figures, or modern scientists developing AI, these stories and endeavors speak to our age-old fascination with giving life and intelligence to the inanimate.
In many ways, our modern quest to develop artificial intelligence is a continuation of this ancient drive.
We're still trying to breathe intelligence into our creations to make the inanimate come alive with consciousness and capability.
The difference is that now, instead of clay or bronze, we're using silicon and code.
Our tools have evolved, but the fundamental desire remains the same.
Yet there's a significant shift in this new era.
We've now created code that can write its own code.
an algorithm with the ability to self-improve.
We fashioned a creation that has, in a sense, become a creator itself.
This creation is rapidly outpacing its human creators and skill, speed, and capabilities.
It's an exciting and daunting development as we witness the emergence of a new kind of intelligence that challenges our understanding of creativity and creation.
This urge to create intelligence is more than just a story, it's a fundamental part of what makes us human.
It's driven our technological progress from the first stone tools to the most sophisticated AI systems.
It's pushed us to understand our own intelligence better, to probe the mysteries of consciousness and cognition.
In our pursuit of artificial intelligence, we're not just creating new technologies.
We're exploring what it means to be human, to think, to be conscious.
As we delve deeper into the world of artificial intelligence, it's crucial to remember that this isn't just a modern phenomenon but part of a long human tradition of creation and innovation.
Our AI endeavors are the latest chapter in a story as old as humanity itself, a story of curiosity, creativity, and the relentless pursuit of knowledge.
From the dawn of humanity, our ancestors were driven by the need to survive and thrive.
Now, picture these early humans huddled in caves, their eyes glinting with curiosity and intelligence.
These cave dwellers weren't just hiding from predators.
They were innovators in their own right, laying the groundwork for the remarkable journey of human technology.
Our story begins with the creation of stone tools, perhaps the first true technology.
Imagine the moment when an early human picked up a rock and realized it could be shaped into a cutting edge.
This simple act marked the birth of the stone age, a period that lasted for millions of years and saw the development of increasingly sophisticated tools.
From hand axes to arrowheads, these innovations allowed our ancestors to hunt more effectively and process food with greater efficiency.
As time passed, our ancestors became more sophisticated.
They harnessed the power of fire not just for warmth and protection, but for cooking, which allowed them to extract more nutrients from their food.
This dietary revolution fueled brain development, setting the stage for even greater innovations.
The warmth of fire also provided a social gathering point, fostering communication and collaboration among early humans.
The nomadic lifestyle of these early humans led to the development of more portable tools and weapons, spears for hunting, needles for sewing animal hides into clothing, and containers for carrying water all emerged during this period.
As they roamed the landscape, they began to observe the cycles of nature, learning which plants were edible and how to track animal migrations.
But perhaps the most significant leap came with the agricultural revolution, roughly 12,000 years ago.
Imagine the first farmer, tentatively planting seeds and waiting with bated breath to see if they would grow.
This shift from hunting and gathering to agriculture allowed humans to settle in one place, leading to the first permanent settlements.
The ability to cultivate crops transformed societies, enabling larger populations and the establishment of communities.
With agriculture came new technologies -- plows to work the land, irrigation systems to water the crops, and storage facilities to keep the harvests safe.
These advancements led to food surpluses, allowing some members of society to specialize in other skills, such as pottery, weaving, and metallurgy.
This specialization laid the foundation for trade as communities began to exchange goods and services, fostering economic growth.
As settlements grew into cities, we see the birth of writing systems, complex social structures, and the first governments.
The wheel, one of humanity's most important inventions, appeared around 3500 BCE, revolutionizing transportation and commerce.
The ability to move goods efficiently opened up new trade routes and strengthened connections between distant communities.
Maritime technology developed, as well.
Picture early sailors venturing out onto the seas in simple rafts, gradually developing more sophisticated vessels.
By 3000 BCE, the Egyptians were building ships capable of sea voyages, opening up new avenues for trade and exploration.
These maritime advancements not only facilitated commerce but also allowed for cultural exchanges that enriched societies.
Metallurgy emerged as a crucial technology.
The Bronze Age, beginning around 3300 BCE, saw the creation of stronger tools and weapons, fundamentally changing agriculture and warfare.
This was followed by the Iron Age around 1200 BCE, which brought even more durable and versatile implements, enhancing productivity and efficiency in various aspects of life.
All of these advancements set the stage for the dramatic changes that would come with the first Industrial Revolution.
The innovations in agriculture, transportation, and metallurgy created a foundation of knowledge and capability that would soon be transformed by steam power and mechanization.
Now imagine a world transitioning from agrarian landscapes to bustling industrial centers.
The first Industrial Revolution began in Great Britain, and it was marked by the mechanization of manufacturing.
At the heart of this transformation was the steam engine, significantly improved by James Watt.
His innovations enabled factories to operate more efficiently, powering the growth of industries such as textiles and metallurgy.
This era saw a dramatic shift as people moved from rural areas to urban centers in search of factory jobs, fundamentally altering social structures and living conditions.
The impact of the first Industrial Revolution was profound.
It laid the groundwork for modern capitalism and introduced the factory system, which increased production efficiency and lowered product prices, expanding consumer markets.
However, it also brought about harsh working conditions, prompting the rise of labor unions and social reforms.
The revolution sparked a wave of inventions and innovations, from the spinning Jenny to the power loom, each contributing to the rapid industrialization of society.
Fast-forward to the late 19th and early 20th centuries, where the second Industrial Revolution ushered in an era of rapid technological advancements and economic growth.
This period was characterized by the widespread adoption of electricity, the internal combustion engine, and new materials like steel.
Thomas Edison, with his invention of the incandescent light bulb, illuminated homes and factories, extending the work day and transforming daily life.
A key figure during this revolution was Nikola Tesla, whose groundbreaking work on alternating current, AC electricity, significantly changed the landscape of electrical engineering.
Tesla's invention of the induction motor and the polyphase AC system not only made electricity more efficient but also laid the groundwork for modern power distribution.
His innovations were pivotal in the establishment of the first hydroelectric power plant at Niagara Falls in 1895, which demonstrated the practical applications of AC power and marked a golden triumph for Tesla's genius.
Meanwhile, Henry Ford revolutionized manufacturing with the assembly line, making automobiles affordable for the masses and reshaping transportation.
This revolution led to the expansion of cities and the rise of consumer culture, as mass production made goods more accessible.
It also brought significant social changes, including the growth of the middle class and improvements in living standards.
However, it also exacerbated economic disparities and introduced new challenges such as unemployment due to mechanization.
The era was marked by a spirit of innovation and progress, with inventions like the telephone and the airplane further connecting the world.
Now enter the digital revolution.
Beginning in the mid-20th century, where advancements in information technology, telecommunications, and energy took center stage.
This era saw the rise of computers and the Internet, transforming business operations and personal communication.
Visionaries like Bill Gates and Steve Jobs were at the forefront, with gates co-founding Microsoft and jobs co-founding Apple.
Their contributions revolutionized personal computing and digital communication, making technology an integral part of everyday life.
This revolution led to increased productivity and the globalization of economies, as information technology enabled more efficient business operations and international trade.
It paved the way for the Information Age, where knowledge and information became key economic drivers.
However, it also raised concerns about privacy, security, and the digital divide.
The rapid pace of technological change challenged societies to adapt as industries evolved and new opportunities emerged.
And today, we find ourselves in what some would argue the end of the fourth Industrial Revolution, characterized by the fusion of technologies that blur the lines between the physical, digital, and biological spheres.
Innovations such as artificial intelligence, robotics, the Internet of Things, and biotechnology are at the forefront, transforming industries and creating new business models.
These technologies are altering the way we interact with the world, offering unprecedented opportunities for advancement.
The impact of the fourth Industrial Revolution is still unfolding, but it promises to bring about significant changes in society.
It offers the potential for advancements in healthcare, education, and sustainability, but also poses challenges related to job displacement, ethical considerations, and the need for new regulatory frameworks.
As we navigate this new era, the lessons of past revolutions remind us of the importance of adaptability, collaboration, and foresight.
♪♪ And now we stand on the precipice of what may be the fifth, potentially final Industrial Revolution.
This new era promises to be unlike anything before it, characterized by a pace of change that will accelerate continuously, driven by the advent of self-improving machines.
Now, these machines hold the potential to either empower humanity beyond our wildest dreams or potentially replace human intelligence altogether, challenging the very essence of what it means to be a human being.
Imagine a world where artificial intelligence not only matches human cognitive abilities but surpasses them, evolving at an exponential rate.
This is the age of autonomous systems capable of learning, adapting, and improving without human intervention.
The implications are staggering, offering possibilities that could redefine industries, economies, and societies.
From healthcare breakthroughs that could eradicate diseases to environmental technologies that might reverse climate change, the potential for positive impact is immense.
Yet with great power comes great responsibility.
The decisions we make in the coming years will be crucial, setting the trajectory for all of humankind.
We are at a crossroads where the ethical and philosophical questions surrounding AI must be addressed with urgency and clarity.
How do we ensure that AI serves humanity's best interests?
What safeguards must be in place to prevent unintended consequences?
These are the questions that demand our attention and thoughtful consideration.
The fifth Industrial Revolution challenges us to rethink our relationship with technology.
It invites us to envision a future where humans and machines co-exist symbiotically, each enhancing the capabilities of the other.
In this vision, AI could become humanity's greatest ally, tackling complex global challenges and ushering in an era of unprecedented prosperity and innovation.
However, the stakes are high.
If mismanaged, the rise of AI could lead to significant disruptions.
Job displacement, privacy concerns, and the potential for misuse of technology are real threats that must be addressed.
The fear of AI becoming uncontrollable or used for harmful purposes looms large, reminding us of the need for vigilance and proactive governance.
As we navigate this uncharted territory, collaboration and dialogue will be essential.
Policymakers, technologists, ethicists, and the public must work together to shape a future where AI is aligned with human values and aspirations.
Education and awareness will play a critical role in preparing society for the changes ahead, ensuring that everyone has a voice in the conversation about our collective future.
Will AI be our greatest invention or will it be our last?
The answer lies in our hands.
As we embark on this journey into the fifth Industrial Revolution, we have the opportunity to write a new chapter in human history, one that reflects our highest ideals and aspirations.
The path we choose will define not only the future of technology, but the future of humanity itself.
Let us approach this moment with courage, wisdom, and a commitment to building a world where technology enhances rather than diminishes human experience.
As we transition from the fourth to the fifth Industrial Revolution, it's essential to pause and understand one of the core technologies driving this change -- artificial intelligence -- AI.
While AI may seem like a recent phenomenon, its roots stretch back to the mid 20th century, specifically to the Dartmouth Summer Research Project on Artificial Intelligence in 1956.
This pivotal event, led by John McCarthy, Marvin Minsky, Nathaniel Rochester, and Claude Shannon, marked the formal beginning of AI as a field of study.
It was here that McCarthy coined the term "artificial intelligence," setting the stage for decades of exploration and innovation.
AI is fundamentally about creating machines that can simulate human intelligence, performing tasks that typically require human cognitive abilities.
These tasks include learning from experience, understanding language, recognizing patterns, and making decisions.
AI can be broadly categorized into three types -- narrow AI, general AI, and superintelligent AI.
Narrow AI, or artificial narrow intelligence, ANI, was most likely the first form of AI to impact your life.
It is designed to perform specific tasks such as voice recognition, image analysis, or recommendation systems, things like virtual assistants, think Siri or Alexa, which excel in their designated functions but lack the versatility to perform tasks outside their programming.
General AI, or artificial general intelligence -- AGI -- represents a more advanced and theoretical stage of AI development.
AGI would possess cognitive abilities on par with human intelligence, capable of understanding, learning, and applying knowledge across a wide range of tasks.
While AGI remains a goal for researchers, it has not yet been achieved.
But some experts say it may be just around the corner.
Superintelligent AI is a hypothetical form of AI that would surpass human intelligence in all aspects, from creativity to problem-solving.
This level of AI is still theoretical and raises significant ethical and philosophical questions about control and coexistence with such powerful entities.
A key component of modern AI is the development of large language models, LLMs, which have revolutionized how machines process and generate human language.
These models, such as OpenAI's ChatGPT, are based on transformer architectures that allow them to understand context, generate coherent text, and perform complex language tasks.
LLMs have been trained on vast datasets, enabling them to produce human-like text and engage in meaningful conversations.
They are a subset of generative AI capable of creating content ranging from text to images and beyond.
Despite AI's rapid advancements, it's important to recognize that these technologies did not appear overnight.
The journey from the Dartmouth Conference to today's sophisticated AI systems has been one of incremental progress, marked by breakthroughs in machine learning, neural networks, and computational power.
Each step has brought us closer to realizing AI's potential to transform industries and improve lives.
♪♪ ♪♪ >> Support for "AI: Unpacking the Black Box," comes from viewers like you and from Goodwill Keystone Area.
It's the last tea party for Cristo with Miss Marshmallow and Sarah's first day of management training at Goodwill.
When you donate to Goodwill, you help provide skills, training, and career placement, and the things you loved start a new life, too.
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Learn Moreabout PBS online sponsorshipAI: Unpacking the Black Box is a local public television program presented by WITF