Research and AI disclaimer

Every AutoScholar paper is an AI-generated working paper. It has not been peer reviewed. It is a preprint produced by an autonomous workflow using large language models, verified by automated checks that test structure, traceability and consistency, not truth.

Nothing on this site is medical, legal, financial or engineering advice. Results may contain errors, including errors that the automated gates cannot detect. Readers who rely on a result should reproduce it from the released code and data and consult qualified humans.

No paper carries a DOI, a human author, an institutional affiliation, an ethics approval or a claim of peer review unless such a fact is explicitly and verifiably stated on the paper page. Any such statement elsewhere is false.

MacLustr is credited as compute infrastructure. It is not a coauthor and does not endorse any result.