history of artificial intelligence

Artificial intelligence has travelled a long road from brittle rule-based expert systems to today’s vast GPT-style language models that can generate fluent text, code, and analysis on demand. Each wave—symbolic AI, machine learning, deep learning, and transformers—arose to fix the limitations of the last, steadily expanding what machines can understand and create.