The Brief History of Artificial Intelligence
Chapter 1: Antiquity

Europe

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The Nebra sky disc

The Nebra sky disc (1600 BCE): oldest known representation of the cosmos, Bronze Age astronomical calculator.

The Forges of the Mind: When Ancient Greece Dreamed of Thinking Machines

Long before printed circuits crackled in data centers, long before algorithms wove their invisible webs, humanity already dreamed of artificial creatures endowed with reason. This dream was not born in twentieth-century laboratories. It took shape nearly three thousand years ago, in the stories of a people who were simultaneously inventing philosophy, democracy, and—as we shall see—the first concepts of artificial intelligence.

Yesterday — The Forge of the Lame God

In the Greek Olympus, one god stood apart from the others. Where Zeus wielded thunder and Athena commanded wisdom, Hephaestus worked metal. Lame, rejected, solitary, the god of the forge spent his days in the volcanic depths of his workshop. From his soot-blackened hands emerged marvels that the other deities could only admire.

Homer, twenty-seven centuries ago, described these creations in verses that resonate strangely with our contemporary concerns. Hephaestus had fashioned twenty golden tripods mounted on wheels, capable of moving on their own through the halls of Olympus to serve nectar and ambrosia to divine guests. These mechanical servants anticipated our domestic robots in a striking way: they perceived their environment, moved autonomously, accomplished a specific task, then returned to their place. No wire guided them. No hand pushed them.

But the divine smith's most extraordinary creation remains Talos, the bronze giant. This mechanical sentinel patrolled the coasts of Crete three times daily, scanning the horizon for enemy ships. When he spotted one, Talos would gather enormous boulders and hurl them with deadly precision at the invaders. His operation relied on an ingenious system: a single vein ran through his metal body, containing ichor—the blood of the gods—and sealed at the heel by a bronze nail. This nail served as both his power source and his weak point, his secret switch.

What do we see in this ancient tale? An automatic detection system. An autonomous decision-making capability. A programmed defensive action. A mechanism for power supply and shutdown. Today's engineers would recognize in Talos the fundamental components of any robot: sensors, processor, effectors, power source. The Greeks lacked the technical means to build such a creature, but they had already conceived its conceptual architecture.

Hephaestus's workshop did not stop there. Guard dogs of gold and silver watched over the gates of Alcinous's palace. Bronze bulls breathed flames. A mechanical eagle eternally devoured Prometheus's liver. An entire menagerie of automata populated the Greek imagination, testifying to a profound fascination with creating artificial beings endowed with a form of autonomy.

This fascination was not merely poetic entertainment. It expressed a fundamental inquiry into the nature of intelligence and life. If a god could infuse movement and decision into inert metal, what truly distinguished the living from the artificial?

Today — The Syllogism, Ancestor of the Algorithm

While poets dreamed of bronze automata, Greek philosophers were developing another kind of machine: a reasoning machine. In the fourth century BCE, Aristotle codified the rules of the syllogism, that logical mechanism allowing one to deduce a true conclusion from true premises.

"All men are mortal. Socrates is a man. Therefore Socrates is mortal."

This structure, apparently simple, holds considerable power. It formalizes reasoning, makes it reproducible, verifiable, transmissible. It transforms thought into procedure. The very term "syllogism" comes from the Greek sullogismos, meaning "calculation" or "joint reasoning." Aristotle saw in logic an instrument—an organon—capable of mechanically producing new knowledge.

Here we touch upon a founding intuition of artificial intelligence: the idea that reasoning can be reduced to a sequence of formal operations, independent of whoever executes them. If thought follows rules, then perhaps a machine could think.

This intuition would traverse the centuries. In the seventeenth century, Leibniz would take up the Greek torch by imagining a calculus ratiocinator, a universal calculus of reasoning. "To resolve a question or end a controversy," he wrote, "the adversaries need only take up their pens and say: Let us calculate!" Aristotle's dream found new expression: transforming argumentation into computation.

But the Greeks did not content themselves with theorizing. They built.

At the bottom of the Aegean Sea, between Crete and the Peloponnese, a small rocky island bears the name Antikythera. There, in the spring of 1900, sponge divers discovered the remains of a Roman ship that had been submerged for two millennia. Among the bronze statues and amphorae, they brought up fragments of corroded metal that no one noticed at first. It took two years before a sharp-eyed archaeologist distinguished, within the greenish crust, the teeth of a gear wheel.

What he was looking at would revolutionize our understanding of antiquity.

The Antikythera mechanism—as it is now called—fit inside a box the size of a thick book. Thirty bronze gears, some no more than two millimeters thick, interlocked with stunning precision. On the front and back faces, graduated dials and pointers allowed users to read the results. Greek inscriptions covered the surfaces, forming an instruction manual engraved in metal.

What did this machine do? It calculated. By turning a crank, the user could determine the position of the Sun and Moon in the zodiac, lunar phases, dates of upcoming eclipses, and the positions of the five known planets—Mercury, Venus, Mars, Jupiter, Saturn. One dial even indicated the years of the Olympic Games and other Panhellenic competitions. The entire cosmos, with its interlocking cycles, had been enclosed in a bronze box.

The engineers who analyzed this mechanism in the twenty-first century—using X-ray tomography and digital modeling—remain astonished. The epicyclic gear system used to model the Moon's irregular motion would not be reinvented until the fourteenth century, in the astronomical clocks of medieval cathedrals. Thirteen hundred years of technological silence. The historian of science Derek de Solla Price, who devoted his life to deciphering this object, summarized his astonishment thus: discovering this mechanism in a Roman wreck is like finding a jet aircraft in Tutankhamun's tomb.

Who built this marvel? The evidence points to Rhodes or Syracuse, the great scientific centers of the Hellenistic era. Cicero, in his writings, mentions that Archimedes had made globes showing the movements of the stars—perhaps ancestors of the Antikythera mechanism. The genius of Syracuse probably did not build this particular specimen, which dates from a century after his death. But he may have initiated the tradition from which this mechanism descends.

This, then, is what the Greeks had accomplished: not only dreaming of automata and formalizing logic, but also building the first computer in history. An analog computer, certainly—made of wheels rather than transistors—but a computer nonetheless: a machine capable of automatically performing complex calculations, of transforming an input into an output according to predefined rules.

Today's expert systems, the inference engines that power our applications, the chains of reasoning in large language models—all descend in direct lineage from the Aristotelian syllogism and the spirit that animated the artisans of Antikythera. When an artificial intelligence system chains deductions to answer a complex question, it executes a sophisticated version of what the Greeks formalized and built more than two thousand years ago.

Ancient Greece thus bequeathed us three complementary legacies. First, the dream of Hephaestus: artificial bodies capable of acting in the world. Then, Aristotle's project: formal minds capable of reasoning. Finally, the achievement of Antikythera: a real machine capable of calculating. Contemporary artificial intelligence attempts to unite these three traditions, to house the logic of the Stagirite in the creatures of the smith, with the precision of the mechanics of Rhodes.

Beyond — What the Greeks Knew

What does this detour through antiquity teach us? First, a lesson in humility. We are not the first to wonder about the possibility of creating artificial intelligences. This question has haunted humanity since it learned to forge tools and formalize thought. The Greeks had neither electricity nor silicon, but they had already formulated the fundamental concepts: autonomy, decision, formal reasoning, control. And with the Antikythera mechanism, they had proven that a machine could calculate what the human mind struggled to conceive.

Next, a lesson in caution. In Greek myths, Hephaestus's creations often end badly. Talos is defeated by Medea's cunning when she removes the bronze nail from his heel. The smith's automata serve the gods but can also escape their control. Greek mythology did not blindly celebrate technology. It also explored its dangers, its limits, its dark zones.

Then, a lesson in fragility. The Antikythera mechanism sank with its ship. The knowledge that produced it dispersed with the decline of the Hellenistic world. The Romans, pragmatic conquerors, did not continue this tradition of scholarly engineering. The precious bronze of damaged mechanisms was recycled into coins or weapons. Thirteen centuries passed before humanity rediscovered this level of mechanical sophistication. Knowledge can be lost. Progress is not linear. What we build today could, tomorrow, sink into oblivion.

Finally, a lesson in perspective. By placing our technologies within this long history, we become aware that artificial intelligence is not an absolute rupture but the culmination of a millennial project. Each era has dreamed of thinking machines with the materials and concepts at its disposal. The bronze of Hephaestus, Aristotle's logic, the gears of Antikythera, Turing's relays, the neural networks of our time: these are so many attempts to give form to the same aspiration.

The Greeks imagined ichor flowing through veins of bronze. We circulate electrons through silicon circuits. The form changes, but the question remains: what does it mean to create an intelligence? And this question, perhaps, will accompany us as long as we remain human.

In the forge of Hephaestus, something ignited that still burns. Not the fire of the volcano, but that of the technical imagination, that distinctly human capacity to conceive what does not yet exist. Artificial intelligence, at bottom, is only the latest avatar of this Promethean fire. It reflects us back to ourselves, to our ancestral desire to transcend our limits, to create extensions of our minds.

The bronze automata still patrol the shores of our imagination. The cosmos still turns in the gears of Antikythera. They remind us that the future has very ancient roots, and that the newest questions are sometimes the oldest in the world.

Arcs and Stars: How Ancient Europe Measured Sky and Earth

Before the Greek philosophers, before the marble temples and the speeches of the agora, there was bronze and silence. On the plains of Central Europe, peoples without writing observed the sky with a patience we can hardly imagine. They left neither texts nor legends. They left objects—disks, chariots, calendars engraved in metal—that testify to a methodical intelligence capable of measuring time and space with astonishing precision. This Europe of the shadows, that of Celts and Etruscans, druids and Roman surveyors, laid the foundations of knowledge we believe to be modern: the art of calculating the world.

Yesterday — The Astronomers of the Shadows

In 1999, on a hill near Nebra, Germany, treasure hunters unearthed a bronze disk thirty-two centimeters in diameter. The object, covered in verdigris, seemed unremarkable. It was not. Once cleaned, it revealed gold inlays representing the sun, the moon, and a cluster of seven points that astronomers immediately identified: the Pleiades. Two lateral arcs marked the angle between sunrise positions at the summer and winter solstices—a measurement that could only result from decades of systematic observation.

The Nebra sky disk dates to approximately 1600 BCE. It is, to date, the oldest concrete astronomical representation ever discovered. UNESCO inscribed it on the Memory of the World Register in 2013. Harald Meller, director of the State Museum of Prehistory in Halle where the object is kept, summarizes its significance: the astronomical rules encoded within it "would not be imaginable without decades of intensive observation." Centuries before the Greeks formalized astronomy, the peoples of the Unetice culture had developed empirical knowledge of remarkable rigor.

Two hundred years later, in Denmark, another object emerged from the peat bogs. The Trundholm sun chariot—a bronze horse pulling a disk mounted on six wheels—represents the sun's journey across the sky. One side of the disk is covered with gold: this is day. The other is left in raw bronze: this is night. Archaeologist Klavs Randsborg of the University of Copenhagen counted the spirals engraved on the disk and discovered a striking number: one hundred and seventy-seven, almost exactly the number of days in six synodic months—to within forty-four minutes. The gilded side bears fifty-two ornaments: the number of weeks in a year. These correspondences cannot be accidental. They suggest that the chariot served as a calendar, and that its creators had mastered the Metonic cycle—the relationship between solar years and lunar months—more than a millennium before the Greeks gave it a name.

Further south and a few centuries later, another form of celestial knowledge crystallized in the forests of Gaul. The druids—priests, physicians, astronomers, and jurists of the Celtic peoples—transmitted their knowledge exclusively through oral tradition. Twenty years of training were required to master the verses, rituals, and astronomical observations that constituted their science. The prohibition on writing was not a sign of primitiveness but a deliberate strategy for controlling knowledge.

In 1897, near Lyon, archaeologists discovered fragments of a bronze plate more than a meter wide. This was the Coligny calendar—a lunisolar calendar engraved in the Gaulish language but in Latin characters, dating from the second century CE. The system it encodes is remarkably sophisticated: a five-year cycle comprising sixty-two lunar months, with intercalary months to maintain alignment with the sun. Modern calculations have shown that this calendar predicted the Moon's positions to within one day over more than five centuries. The French archaeologist J. Monard has suggested that the druids engraved this calendar to preserve their tradition against the imposition of the Julian calendar by Rome—an act of cultural resistance as much as scientific.

These peoples without writing had not invented the alphabet. They had invented something else: systems of representation capable of encoding time in bronze, of transforming observation into prediction, sky into calculation.

Today — The Empire of Measurements

If northern Europe measured the sky, the south measured the earth. The Etruscans—that flourishing civilization that dominated central Italy from the eighth to the third century BCE—developed mathematical expertise of a different order. Their genius was not contemplative but practical. They invented the arch and the vault, those structures capable of supporting considerable weight by distributing forces. They divided land into rectangular grids according to a science of boundaries they called limitatio. They traced sacred circles around cities to define their borders—the pomerium, which would become a Roman obsession.

The Romans inherited almost everything they became. The alphabet, numerals, drainage techniques, the very concept of the forum—all came from the Etruscans. Even the word "person" derives from phersu, an Etruscan term designating the masked man in theatrical rituals. The individual in the West still wears the mask of their Tuscan ancestors.

But it was in engineering that Rome transformed this heritage into a system. Roman surveyors possessed instruments that, in function if not in form, prefigured modern calculation tools. The groma—a cross-shaped device fitted with plumb lines—allowed right angles to be traced with remarkable precision. Surveyors recalibrated it using the 3-4-5 triangle, that Pythagorean figure whose proportions guarantee orthogonality. The dioptra served to measure vertical angles. The chorobates ensured leveling over long distances.

These instruments were not mere tools. They embodied algorithms—reproducible procedures for obtaining predictable results. When a Roman engineer calculated the slope of an aqueduct over more than one hundred kilometers, with precision to within a few centimeters per kilometer, he was executing a spatial calculation program as rigorous as any modern algorithm. The Pont du Gard, that aqueduct crossing the Gardon River near Nimes, illustrates this mastery: fifty kilometers of channel for a total drop of fourteen meters. One calculation error, and the water would not have flowed.

For numerical calculations, the Romans used the abacus—the first portable calculator in history. The very etymology of the word "calculate" comes from calculi, the small pebbles moved along the grooves of the counting board. The Roman abacus, with its eight long grooves that could hold up to five beads and its eight short grooves holding only one, operated on a bi-quinary system—a positional representation not unlike modern coding systems. Engineers, merchants, tax collectors: all depended on this instrument to administer an empire of sixty million souls.

Rome also produced automata, though its genius was less spectacular than that of Alexandria. Ancient sources report that Mark Antony, at Julius Caesar's funeral, had a wax automaton representing the assassinated dictator displayed. The figurine rose from its deathbed and slowly rotated to show the crowd its twenty-three bloody wounds. The effect was so powerful that a riot erupted, forcing Brutus and the other conspirators to flee the city. The automaton had accomplished what no speech could have done: transforming indignation into revolt.

Beyond — Intelligence in Stone

We tend to think of artificial intelligence as an electronic phenomenon, dependent on printed circuits and climate-controlled data centers. This vision is too narrow. Intelligence, in the most fundamental sense, is the capacity to process information according to defined rules to produce useful results. And this capacity, ancient Europe had developed—not in silicon, but in bronze, stone, and human memory.

The Nebra sky disk is a representation system that encodes complex astronomical relationships in a consultable format. The Coligny calendar is a lunisolar synchronization algorithm, engraved to be reproducible over centuries. The Roman groma is a geometric processor, capable of transforming observations into orthogonal layouts. The abacus is a programmable calculator, whose operations depend on the user's gestures but follow strict rules. Caesar's automaton is an effect system, designed to produce a predictable emotional response in its audience.

These technologies do not resemble ours, but they accomplish similar functions. They externalize cognitive processes. They allow knowledge accumulated over generations to be transmitted, stored, and applied by others than their original creators. They amplify human capacity to understand and transform the world.

The fundamental difference lies in the substrate. Our current systems rely on electricity and electronics. Those of antiquity relied on metal, stone, and above all oral memory—that extraordinarily robust storage technology that the druids perfected over centuries. A Yoruba babalawo, a Polynesian navigator, a Celtic druid: all these memory specialists constituted nodes in networks of distributed knowledge, capable of preserving and transmitting complex information without any permanent material support.

The history of artificial intelligence does not begin with Turing, nor even with Leibniz. It begins with these peoples of the shadows who, without writing, without electricity, with nothing but patient observation and oral transmission, learned to calculate the sky and measure the earth.

The arches of the Etruscans still support our bridges. The stars of the Nebra disk still shine in our sky.

What we call artificial intelligence is only the latest avatar of a millennial quest: to inscribe thought in matter, so that it might survive those who conceived it.