Humanizer Ultra Optimized

Problem

AI writing often sounds smooth but artificial: formulaic not A, but B structures, stacked adverbs, pseudo-precise numbers, forced parallels, and a teacherly tone can drain reader attention. This skill treats the issue as style, not grammar: it preserves facts, intent, and voice anchors, then rewrites only the delivery to make text concrete, natural, and readable.

How It Works

• Scene framing: identify who is speaking, who it is for, and the human-sounding anchors in the source.
• Fingerprint scan: check not A, but B, stacked intensifiers, weak metaphors, punctuation issues, and structural clichés.
• Severity grading: classify light, medium, and heavy cases using banned-word density, parallel segments, and internal-state wording.
• Three-pass edit: de-generalize, de-formalize, and re-inject naturalness, then apply L1-L4 quality checks.
  For hard paragraphs, it probes role, context, substantive information, domain vocabulary, and emotional specificity.

Boundaries

It optimizes only the same language and does not translate. It does not overwrite source files without confirmation. Data, names, dates, and stated facts are preserved; suspicious claims are flagged first. It avoids inventing sources and marks unstable sections with [needs review].