Literature research
Evidence-backed surveys of research fronts, built from preprints, papers and other primary sources. Each topic lives in its own folder of this repository, with the scripts and notes that produced it and an interactive summary page.
Quantum-materials preprint landscape
Topic clusters, momentum, leading materials, dominant methods, what non-arXiv servers add, and which high-visibility claims are contested, from 38,627 harvested preprint records.
AI agents in scientific workflows
A taxonomy of 83 agent systems by workflow stage and autonomy, what has been shown to work, infrastructure, agents at DOE x-ray and neutron facilities, failure modes, and nine discussion prompts, with 238 live-checked references.