claw0x-humanizer
AI Text Humanizer
Rewrite AI-generated text to remove robotic patterns and make it sound naturally human. Targets 24 known AI writing signatures including filler phrases, AI vocabulary, sycophantic tone, and formulaic structure.
How It Works — Under the Hood
This skill uses a two-layer architecture to transform AI-generated text into human-sounding prose:
Layer 1: LLM Rewriting (Primary)
The primary path sends your text to a large language model (Gemini) with a carefully engineered system prompt derived from Wikipedia's WikiProject AI Cleanup guide. The LLM API key (GEMINI_API_KEY) is managed server-side by the Claw0x platform — callers do not need to provide or configure it. You only need a CLAW0X_API_KEY to authenticate through the Gateway. The system prompt instructs the model to:
- Scan the input for all 24 known AI writing patterns
- Rewrite the text to eliminate those patterns while preserving meaning
- Audit the rewritten output for any lingering AI-isms
- Revise a second time to catch patterns that survived the first pass
The LLM is also given personality rules: have opinions, vary sentence rhythm, acknowledge complexity, use "I" when natural, and let some structural imperfection through.