Science & AI

AI systems like Denario and Kosmos promise scientific output at unprecedented rates. Both acknowledge requiring human verification; neither suggests epistemological frameworks or infrastructure for it. The graph below began as a way to structure verification in my own cosmology research—claims as nodes, dependencies as edges, evidence and uncertainty as metadata. The structure tries to make a project traversable by AI systems while defining nodes for human attention. It doubles as an argument about AI-mediated science.

Epistemic Claims

What happens when machinic scientific output exceeds human verification?