How the tools work

All task engines run locally using explicit rules. Pen names can use versioned SSA/Census components or an invented pool with a reproducible seed. Japanese dictionary records are separately attributed to EDRDG. Similarity is a disclosed editorial heuristic, not objective authority. Written forms, supplied readings and creative associations stay separate. Japanese readings are not guessed and names are not automatically translated. External use, domains and trademark rights are not checked. Guides are original AI-assisted text with documented autonomous checks; independent human review is not implied.