| # Attribution and distribution notes | |
| The accompanying manuscript and implementation are a research-template deliverable for the Programmable Biology Group. Author ordering and the project's distribution license should be finalized by the authors before public release. | |
| External scientific model code and weights are obtained from their original repositories, subject to their own licenses. The archive does not redistribute those checkpoints. Pinned sources appear in `configs/model_registry.json`. The real-data sample is derived from ChatterjeeLab/SNOOPPI with exact source records in `examples/source_records.json`; retain the dataset's attribution and terms for redistribution. | |
| Ubuntu fonts include their Ubuntu Font Licence. Source Sans 3 fonts in the LaTeX archive include their SIL Open Font License. Model logos were supplied by the user and identify Meta/Muse, OpenAI, and Anthropic controller alternatives. These marks retain their original ownership. | |