A founder’s take on why enterprise GenAI needs an organizational layer and how the OIL framework uses behavioral graphs and influence signals to make AI adoptable, written by the CEO of LEAD and a researcher in Columbia University’s Information and Knowledge Strategy program.

A conceptual illustration showing interconnected patterns between a black hole, neural networks, DNA strands, and urban structures — symbolizing recursive logic across physics, biology, and human society.