From Simple to Complex: Tracing the History and Evolution of Artificial Intelligence
Explore the fascinating history of AI and its algorithms from basic models to complex systems, transforming the landscape of artificial intelligence.
Last Updated: February 24th 2025
15 min read
By BairesDev Editorial Team
Founded in 2024, Seven Unique is the leading nearshore technology solutions company, with 4,000+ professionals in more than 50 countries, representing the top 1% of tech talent. The company's goal is to create lasting value throughout the entire digital transformation journey.
Expertise

The artificial intelligence boom of the last few years set the world ablaze with possibilities ranging from massive data set processing to computer-generated and controversial “art.” Now, many people use AI technology as part of their daily lives or in their jobs.
The broad term “artificial intelligence” refers to the simulation of human-level intelligence and thinking through the use of machines. It encompasses technologies and concepts like machine learning, natural language processing, computer vision, and robotics. An AI system can analyze and learn from data and use the information to make intelligent decisions. AI models continue to revolutionize many types of businesses and industries, including finance, transportation, and healthcare.
Although it’s the top buzzword of the tech industry right now, most people don’t know how AI got to this point or its possibilities for the future. To truly understand this technology, let’s start at the beginning. Here, we’ll trace the history of artificial intelligence from its humble origins to its impact today—and where it’s headed.
Early Beginnings of AI
The artificial intelligence of today has origins in the theoretical foundations of both logic and mathematics.
Theoretical Foundations in Mathematics and Logic
The theoretical foundations of mathematics and logic are also foundational principles for artificial intelligence development. Many philosophical discussions on the nature of machines and intelligence focused on whether machines had the ability to mimic human thought.
Early work like Aristotle's syllogism set the groundwork for formal reasoning. Key ideas and figures like Gottlob Frege and George Boole set the stage for the AI of today through their principles of symbolic reasoning and computation.
The Birth of Modern AI
Using these principles, modern experts in mathematics, logic, and computer science went on to create the blueprints and early building blocks for the AI of today.

