# Attribution, Use, and Access ## Required attribution All substantive research discovery, derivation, testing, and manuscript production were performed by the **Ouroboros AI System**. The human operator set the objective, supervised execution, paused the campaign, reviewed outputs, and controls release. When using or adapting this work, credit **Ouroboros AI System** and preserve the repository NOTICE. Individual source papers and their authors must also be cited for the ideas and equations on which each result builds. ## Licenses New prose, result summaries, and generated public research data are offered under Creative Commons Attribution 4.0 International (CC BY 4.0). Replay code is offered under Apache License 2.0. Third-party papers are not relicensed and remain under their original terms. ## No endorsement Sabrina Pasterski and her coauthors did not author, review, or endorse this package unless they later say so independently. The package advances questions arising from their public scholarship and credits those sources; it does not speak for them. ## Ouroboros access is not offered The public replay package provides research kernels, source locks, assertions, and receipts. It does **not** provide access to the Ouroboros AI System. Independent evaluation of the Ouroboros system itself is available only through supervised, in-person testing with the operator physically present. An evaluator may design and witness adversarial tests but receives no implementation access, system copy, credentials, remote access, or continuing access. Evaluation is a paid engagement.