Margin & Method
Topic

Trust & Disclosure

Fluency is not verification. Treat names, dates, quotations, statistics, citations, links, technical claims, and legal or medical statements as claims that require reliable evidence outside the generated draft. Disclosure should give the audience useful context, not perform a ritual confession. Follow the rules that govern the work, describe material AI involvement honestly, and keep records detailed enough to answer a real question later.