# AI assistance disclosure

The manuscript and repository were developed with extensive AI assistance in symbolic organization, drafting, code generation, editorial revision, packaging, and document verification.

Komorebi P. is the named author and retains responsibility for the claims, release decisions, and corrections. Language-model output and generated code are not treated as independent mathematical validation. The proofs, citations, and empirical claims remain subject to external human review and reproducible testing.

This disclosure does not assign authorship or legal responsibility to an automated system. It records the role of computational assistance in the production process.