Human Capital and Artificial Intelligence (AI): Preparing for the Singularity

Singularity is the point where Al and machine learning using Al begins to exceed the capability of humans. This point of no return is fast approaching with some researchers predicting that this will occur within five (5) years. This developmental paper-2000 words-begins researching the state of the art of artificial intelligence (AI) control and its place in the intellectual capital of companies and how this computer capability alters the relationship of machines to man. In particular, the extraction of intellectual capital by Al at singularity where the intellectual capital maybe less understood by humans and completely developed by the Al agent may lead to ethical problems and human second class overview. The developmental literature review further lays some groundwork for the Al/Human interface at Singularity model presented and the connections between the use of Al and the singularity ethical considerations and its effect on humans. The use of a stated data protection for customers business and Al code of conduct backed up by legal constraints is developing but is in its infancy and may not be prepared for the quickly evolving eventual domination of AI in developing intellectual capital and running human enterprises. This paper presents a preliminary Al/Human interface at Singularity model for further research on the control of outcomes of using Al past the point of singularity and the factors driving those outcomes as well as warnings for mankind and how mankind might be protected.