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ai-writing-audit

当用户要求“审核AI写作”、“去除AI模式”、“让这个听起来不那么像AI写的”、“去AI化这段文字”或类似的要求时,用于识别/移除AI生成的写作模式。

person作者: jakexiaohubgithub

Audit content for AI-generated writing patterns and rewrite to sound authentic.

Scan Targets

  • If paths provided: scan those paths
  • Otherwise: scan markdown and source files project-wide (README*, docs/, src/, etc.)

Process

Phase 1: Scan and Flag

Vocabulary:

  • Hype verbs: unleash, elevate, empower, foster, spearhead, unlock, delve, leverage
  • Corporate adjectives: robust, comprehensive, seamless, cutting-edge, meticulous, pivotal
  • Filler phrases: "in the rapidly evolving landscape of...", "it is important to note that..."

Structure:

  • Emoji bullet lists with identical format per item (emoji + bold + explanation)
  • Perfectly symmetrical lists (same length/structure for each item)
  • Marketing tone for simple tools

Tone:

  • Overly polite ("please feel free to...")
  • Unwarranted enthusiasm
  • Generic foo/bar examples lacking domain context

Phase 2: Report

Present findings: files scanned, flagged lines with pattern type, suggested rewrites.

Wait for approval before rewriting.

Phase 3: Rewrite

After approval, rewrite flagged content:

  • Write like a dev explaining to another dev
  • Use casual shorthand (repo, config, PR)
  • Be direct about limitations
  • Allow personality; skip polish
  • No hype verbs, no symmetrical lists, no corporate fluff