Humanizer 3.0 Rebuilds AI Writing Cleanup
Humanizer 3.0 is a portable Markdown agent skill that rewrites AI-sounding prose while preserving its claims. The release consolidates 35 patterns into 25, focusing on structural tells such as staged contrasts, forced rhythm, inflated claims, and chatbot residue.
Humanizer treats AI-ness as an editing problem rather than a detector-score game, giving agents a practical editorial checklist. Its ceiling is clear: voice samples and source fidelity matter more than mechanical synonym swaps.
- –Prioritizes high-signal habits before weaker style cues, reducing over-editing.
- –Adds a hard no-fabrication rule and source-claim audit.
- –Markdown-based distribution works across skill-compatible agent harnesses.
- –MIT licensing makes it easy to fork and adapt for editorial workflows.
- –Best used as a final prose pass, not a substitute for subject-matter review.
DISCOVERED
1h ago
2026-09-07
PUBLISHED
1h ago
2026-09-07
RELEVANCE