ai_reduction

What problem does it solve?

This Skill helps reduce AI-detection risk by rewriting AI-generated or overly templated academic text into more natural, human-like phrasing while preserving technical accuracy and protected terms.

Core Features & Use Cases

• Language-aware de-AI rewriting: Automatically selects Chinese or English LaTeX rewriting (or mixed, per paragraph) based on language ratios.
• Chinese rewrite rules: Applies structured synonym substitutions, verb phrase expansion, bracket integration, and sentence-level tweaks, while enforcing constraints like no first-person and controlled verbosity.
• English LaTeX de-AI rules: Normalizes AI-prone vocabulary, removes mechanical transitions, converts itemize/enumerate into coherent prose, and avoids formatting emphasis commands like \textbf{} and \textit{}.
• Technical term protection: Detects and preserves code identifiers, API paths, LaTeX math/commands, acronyms, and known technology terms to avoid semantic or functional breakage.
• Quality checks and reporting: Enforces bounds such as not exceeding original length in Chinese mode, 100% technical-term preservation, and flags areas requiring human review.

Quick Start

Ask your agent to use ai-reduction on the manuscript you want to de-AI, preserving all technical terms and keeping LaTeX valid if your source includes LaTeX.