AI and Editorial Standards Disclosure

Effective Date: August 2, 2026

PN uses AI and automated tools for source discovery, retrieval, transcription, data organization, calculations, code assistance, draft development, proofreading, translation, formatting, summarization, illustration and automated publishing support.

AI can produce false facts, citations, calculations, translations or visual details. Material under Christopher Grenke name is selected and approved under his editorial responsibility, but review does not guarantee accuracy. Automated legal translations are convenience-only and the English policy controls to the extent permitted by law.

PN distinguishes sourced facts, calculations, interpretation, opinion, scenarios and speculative hypotheses where context materially requires it. Significant known factual errors should be corrected and material corrections noted when practical.

Reader payments, memberships, one-time purchases, book sales, affiliate revenue, advertising and sponsorships fund operations. A relationship that could materially affect perceived independence of particular content will be disclosed near that content.