KISS - Knowledge Infrastructure for Scientific Simulation: A Scaffolding for Agentic Earth Science

In three linesKISS introduces a Knowledge Infrastructure (KI) enabling AI agents to execute complex Earth science simulations. On 3,000 trials, KI-equipped agents produced physically plausible simulations in 84% of cases vs. <40% without KI. An automated Knowledge Dissection Toolkit (KDT) generated 119 KIs across 14 Earth-science domains, showing operational expertise is structured and extractable rather than ad hoc.

Summary generated by Claude — human-verified