Decades before ChatGPT's rise, artificial intelligence endured repeated 'winters'—periods of shattered expectations and funding collapses. This deep dive explores how overhyped promises in machine translation, neural networks, and expert systems triggered devastating setbacks, and why today's AI boom owes its existence to resilient research that weathered the cold.