The Birth of AI: Dreams, Winters, and Breakthroughs with Smriti Kirubanandan episode artwork

EPISODE · Sep 16, 2025 · 9 MIN

The Birth of AI: Dreams, Winters, and Breakthroughs with Smriti Kirubanandan

from AI Forward

It’s the summer of 1956. On the quiet campus of Dartmouth College in New Hampshire, a small group of scientists gathered around chalkboards, buzzing with excitement. Their mission? To answer one of humanity’s boldest questions: Can machines think? That summer workshop, now known as the Dartmouth Conference, marked the official birth of artificial intelligence. It was here the very term “AI” was coined, and the dream of building machines that could learn, reason, and even converse took root.But to understand this moment, we need to travel back further. Humanity has always been fascinated by the idea of creating artificial life. In Greek mythology, the god Hephaestus forged golden mechanical servants. In Jewish folklore, the Golem was molded from clay to serve its master. Centuries later, Mary Shelley’s Frankenstein reimagined the same theme — the thrill and danger of creating life outside ourselves. These stories reveal a timeless desire: the dream of artificial intelligence is as old as storytelling itself.The path from myth to reality began with mathematics. In the 17th century, Blaise Pascal and Gottfried Leibniz designed mechanical calculators. Leibniz even imagined a universal language of logic — a symbolic system where reasoning itself could be computed. This radical thought echoed into the 20th century, when a brilliant mathematician named Alan Turing transformed it into science.In 1936, Turing described the Turing Machine — a theoretical device capable of solving any calculation if given the right instructions. His idea became the foundation of modern computing. During World War II, Turing’s codebreaking efforts at Bletchley Park helped shorten the war and save millions of lives. But his most lasting question came later: Can machines think? His proposed Turing Test — if a person couldn’t distinguish a machine from a human in conversation — remains one of the earliest benchmarks for intelligence.By the 1950s, the stage was set. Computers were huge and slow, but algorithms had matured. At Dartmouth, John McCarthy, Marvin Minsky, Claude Shannon, and others launched AI as a formal discipline. Optimism was high. Early programs could play checkers, solve algebra, and even mimic basic conversation. Many believed human-level AI was just decades away.But progress stalled. By the 1970s, promises outpaced reality. Computers lacked memory and processing power. Governments cut funding, and the first “AI Winter” set in. A revival came in the 1980s with expert systems that mimicked specialists, but they proved brittle and costly. By the 1990s, another winter arrived, and AI seemed frozen once more.Yet breakthroughs continued. In 1997, IBM’s Deep Blue defeated chess champion Garry Kasparov — a symbolic triumph. In 2011, IBM Watson won Jeopardy!, parsing language and retrieving answers at lightning speed. But the true revolution was machine learning: instead of programming rules, researchers let machines learn from data. Fueled by big data, powerful GPUs, and neural networks, AI entered a renaissance.Today, AI is everywhere — in recommendations, medical diagnostics, autonomous cars, and generative tools that create text, art, and music. It doesn’t “think” like us, but its influence is undeniable.The story of AI is not a straight line. It’s a cycle of ambition, setbacks, and rebirths. From myths and legends to Turing’s machine, from winters to breakthroughs, AI’s history is a story of persistence. And maybe that’s the real lesson: Artificial Intelligence is, in many ways, the most human story of all.

It’s the summer of 1956. On the quiet campus of Dartmouth College in New Hampshire, a small group of scientists gathered around chalkboards, buzzing with excitement. Their mission? To answer one of humanity’s boldest questions: Can machines think? That summer workshop, now known as the Dartmouth Conference, marked the official birth of artificial intelligence. It was here the very term “AI” was coined, and the dream of building machines that could learn, reason, and even converse took root. B...

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The Birth of AI: Dreams, Winters, and Breakthroughs with Smriti Kirubanandan

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It’s the summer of 1956. On the quiet campus of Dartmouth College in New Hampshire, a small group of scientists gathered around chalkboards, buzzing with excitement. Their mission? To answer one of humanity’s boldest questions: Can machines think?...

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