Knowing, uncertainty is not enough! Monte Carlo Simulation has been doing that for decades, what is important; knowing how widely NPV may vary does not tell us which way the world is moving—or why. I think of this distinction as scalar versus vectored uncertainty. Scalar uncertainty asks: How much might the outcome vary? Vectored uncertainty asks: What plausible future are we moving toward, what forces are driving us there, and what would tell us that direction is b

For investors, developers, and project sponsors, the question is simple: How do we identify the most promising opportunities before spending millions of dollars on detailed studies, permitting, and engineering? This challenge led to the development of Stratacore™, an AI-assisted CCS Opportunity Screening & Development Advisory Platform.

Over the past few weeks, I’ve been experimenting at the intersection of my core domain—carbon capture and storage (CCS)—and a rapidly evolving concept in AI: agentic systems.