Demo note. This note demonstrates what the SciDraft Hugo theme can do for academic and scientific publishing — for research institutions, researchers and students. Its content is demonstration material only: readers should ignore whether the demo content is correct. Evaluating a system that uses tools needs its own body of sources: benchmarks for tool use, for long-context reasoning and for end-to-end knowledge work, together with the model reports those numbers are read against. This note keeps that literature in a bibliography of its own, separate from the prompting and fine-tuning lists used elsewhere on this site. ...