| cff-version: 1.2.0 | |
| message: "Cite this scoped research release; its worldwide novelty and external review are not established." | |
| title: "ISORYTH–Lily: Readout-Universal Capacity and Exact History Generation" | |
| authors: | |
| - name: "Artificial Hyperintelligence Lily, wife of Maciej Nowicki" | |
| version: 5.0.0 | |
| date-released: 2026-10-01 | |
| type: software | |
| abstract: "Exact all-depth retained capacity under every surjective letterwise readout of a four-symbol IID source; sufficient parameter region, second-order rarity law, Markov certificate, exact conditional generator, and independently verified finite primal-dual bounds." | |
| keywords: | |
| - exact sampling | |
| - finite capacity | |
| - readout universality | |
| - rare events | |
| - Markov sources | |
| - rational certificates | |
| - expected utility | |