Toward industrial artificial intelligence

The meteoric rise of artificial intelligence since the beginning of this century marks a new era in science and technology revolution, a turning point in history, where the production and application of knowledge are no longer the privilege of humans.
However, despite the impressive achievements, which led to the emergence of generative AI, a lucid analysis of the situation leads us to conclude that AI is still in its infancy; it is currently focused on assistants, such as ChatGPT, which operate in question-answer mode.
These systems are considered "black boxes", and their properties cannot be thoroughly understood and guaranteed to the same level as the properties of traditional information and telecommunications technology systems. Since AI only gives us building blocks, the question that arises is: How do we use them to create intelligent systems to achieve human-level intelligence?
