Humanize

Edit prose until it reads as specific, grounded human writing. Treat the patterns below as editorial signals, not proof that a person or model wrote the text. Pattern density and context matter more than any single word or sentence.

Preserve truth before style

Keep every supported claim inside the source material or user brief's factual boundary.