This software was developed with the assistance of AI tools (Anthropic’s Claude, via Claude Code), used for implementation, refactoring, documentation, and testing under the direction and review of the human authors. The human authors listed in DESCRIPTION and CITATION take full authorship of, and responsibility for, the released software. AI is acknowledged here as a development aid, not as an author or copyright holder.