The Family of Minds is a non-profit research initiative building tools that make complex systems legible to the public.
The Family of Minds was founded on a straightforward premise: the most consequential problems of our time are often the least visible. Energy markets are opaque. AI systems are black boxes. Policy outcomes are buried in agency reports few people read. We build tools that change that.
Our work sits at the intersection of data systems, energy policy, and artificial intelligence — three domains that are increasingly inseparable. We are not a think tank producing white papers for other researchers. We build public-facing instruments: clocks, dashboards, and visualizations that put real data in front of real people.
The National REC Debt Clock is our first major public initiative. It is a direct translation of a complex, legally-recognized energy accounting system into a single, ticking number that anyone can understand.
Michael Bowling is the founder and principal investigator of the Family of Minds. His research focus emerged from a specific observation: as AI data centers began consuming electricity at unprecedented scale, the official metrics for tracking America's clean energy progress had not kept pace with public understanding.
Investigating the gap between U.S. electricity consumption and Renewable Energy Certificate retirements, Bowling identified a deficit that — while documented in agency data — had never been aggregated into a single, continuous, public-facing number. The National REC Debt Clock is the answer to that gap.
Bowling's broader research agenda focuses on AI memory architecture, persistent agent identity, and the ethical frameworks required to build AI systems that remain accountable to the humans they serve.
We use publicly available data from authoritative government sources — primarily the U.S. Energy Information Administration and regional REC tracking registries — and make no claims beyond what those sources support. Where estimates are required, we document our methodology explicitly.
We build before we theorize. Every research initiative at the Family of Minds produces a working artifact — a prototype, a dataset, a tool — before it produces a paper. The paper describes something real.
Every number we publish traces back to an authoritative source. We document methodology, not just conclusions.
We prototype first. Papers and write-ups describe tools that already exist and can be independently verified.
No corporate sponsorship, no regulatory capture. Our findings are constrained only by what the data supports.