"What the caterpillar calls the end of the world, the master calls a butterfly." — Richard Bach, Illusions
Scientists recently taught an AI called Delphi-2M to read the health stories of over 400,000 people — discovering something profound: our bodies remember everything. Every choice, every health event ripples forward through time, connecting to seemingly unrelated outcomes decades later.
Today, I'm thinking about a different kind of memory — and a different kind of AI.
Scientists have built a tool called "Funding the Frontier" that maps 160 million patents back to their research origins. Like Delphi-2M revealing hidden connections in human health, this AI exposes the invisible threads linking grants to breakthroughs, research to real-world impact.
The tool is not peer-reviewed yet. There are questions to answer, validation to complete. But the direction is exciting.
When you're a clinician treating one patient, you see symptoms. When you're a researcher writing one grant, you see a question. But when AI analyses 400,000 health trajectories or 1.8 billion citation linkages, something else emerges — the complete system, the flows, the whole garden.
Patents, like health outcomes, don't exist in isolation. A grant in 2005 leads to a paper in 2008, which influences a patent in 2012, which shapes a policy in 2020. Everything connects. Everything compounds.
The implications? Funding agencies can now predict which research areas will yield the most societal benefit. Just as Delphi-2M might one day enable truly personalised prevention, this tool could enable truly strategic innovation.
We're witnessing AI teaching us to see our own species from an altitude we've never had before. Our health. Our knowledge. Our progress. Perspective changes everything.
Will your study change the world? This AI tool predicts the impact of your research — Nature →
This post has been lightly edited from the original LinkedIn version for standalone context — the original discussion is linked below.
Originally published on LinkedIn · View discussion →