Abhishek Desikan and the Evolution from Intelligence to Awareness in Artificial Systems

Artificial intelligence is entering a new era—one that extends beyond performance and efficiency into the more complex territory of awareness-like behavior. Abhishek Desikan explores this shift, focusing on how AI systems are evolving from tools that execute tasks into architectures that can adapt, self-evaluate, and simulate aspects of awareness. While machines are not becoming conscious, they are becoming more sophisticated in how they organize and respond to information, prompting a deeper reexamination of what intelligence truly means. For much of its history, artificial intelligence operated within well-defined limits. Early systems were rule-based, designed to follow explicit instructions with precision. These models excelled in structured environments where outcomes could be predicted, but they struggled with variability and change. Intelligence, in this context, was narrow—measured by accuracy and speed rather than flexibility or learning. The emergence of machine learning mark