humanize-ai

What This Skill Does

The humanize-ai skill acts as an sophisticated editorial layer for OpenClaw, designed to purge the sterile, repetitive, and overly structured markers common in LLM-generated outputs. Rather than simply acting as a synonym-swapper, this skill employs a rigorous heuristic approach based on WikiProject AI Cleanup standards to identify specific 'AI-isms' like inflated symbolism, excessive conjunctive phrases, and the dreaded 'rule of three'. Beyond mere cleanup, this skill is engineered to inject 'soul' into text, transforming robotic prose into natural, conversational, and rhythmically diverse writing that resonates with human readers.

Installation

To integrate this capability into your OpenClaw environment, execute the following command in your terminal: clawhub install openclaw/skills/skills/artur-zhdan/humanize

Use Cases

• Professional Communications: Refine drafts for emails or internal reports to ensure they sound like a person, not a template.
• Content Marketing: Elevate blog posts that feel stale or generic by adding voice, perspective, and varied sentence structures.
• Academic/Creative Editing: Strip away filler language and AI-overuse patterns in drafts to focus on clear, punchy, and original expression.
• Drafting Assistance: Use this as a post-processor for any content you generate via AI to ensure it passes human-centric quality thresholds.

Example Prompts

1. "Humanize this draft: [Insert your text here]. Focus on making the tone more skeptical and less corporate."
2. "Review this email. It sounds too much like a bot wrote it—strip out the robotic transitions and add some personality."
3. "Take this marketing blurb and give it some edge. Use shorter sentences and cut the fluff so it doesn't sound like typical AI copy."

Tips & Limitations

• Context is King: The skill works best when provided with context on the desired tone. If you don't specify a tone, it defaults to a natural, professional-casual blend.
• The 'Soul' Factor: Don't be afraid to override the skill. If the 'humanized' version feels too informal for your needs, provide feedback to dial the personality back.
• Accuracy Check: Always review the final output to ensure that in the pursuit of 'natural' rhythm, the AI has not altered the factual accuracy of your specific data points or technical metrics.