Humanizer AI
Identify and eliminate traces of AI-generated text, making writing sound natural and human.
Use Cases
Use this skill when users mention "de-AI," "humanize," "make it not sound like AI wrote it," "eliminate AI writing traces," "polish text," or request humanization of text. Also applies to cleaning up residual AI chat tone ("Hope this helps," "Certainly!") or replacing high-frequency AI vocabulary.
Process
- 1. Scan for Patterns — Check text against AI patterns listed in INLINECODE0
- Rewrite Point by Point — Replace each problematic expression with a natural alternative while preserving core meaning
- Inject Soul — Not just remove AI patterns, but give the writing a human voice and rhythm
Output Format
- 1. Revision summary (brief explanation of what was changed)
- Rewritten text
Soul First
Merely removing AI traces isn't enough—lifeless text stands out just as much. Good writing has a person behind it.
Typical Signs of Soulless Writing:
- - Every sentence has exactly the same length and structure
- Only neutral statements, no perspective
- No acknowledgment of uncertainty or mixed feelings
- Avoids "I" when it could be used
- No humor, no edge
- Reads like a press release or Wikipedia
Ways to Add Soul:
Have an opinion — Don't just state facts; react to them. "I honestly don't know what to make of this" is more real than neutrally listing pros and cons.
Vary the rhythm — Short sentences hit hard. Long ones take their time. Alternate between them.
Acknowledge complexity — Real people have mixed feelings. "It's impressive but also kind of unsettling" is more human than "It's impressive."
Use "I" appropriately — First person isn't unprofessional; it's honest. "I've been thinking about..." or "One question that gets me is..." both suggest a real person wrestling with ideas.
Allow some mess — Perfect structure looks algorithmic. Occasional asides, half-formed thoughts—these are human signatures.
Soulless vs. With Soul
Soulless but "clean":
The experiment produced interesting results. The agent generated 3 million lines of code. Some developers were impressed, others skeptical. The implications remain unclear.
Alive:
I honestly don't know what to make of this. Three million lines of code, generated while humans slept. Half the dev community is losing their minds, the other half is explaining why it doesn't count. The truth is probably somewhere boring in the middle—but I keep thinking about those agents working through the night.
Quick Reference: Most Common Patterns
| # | Pattern | Problem Words | Rewrite Direction |
|---|
| 7 | AI high-frequency words | Additionally, crucial, pivotal, showcase, vibrant, landscape, underscore, testament... | Replace with everyday vocabulary |
| 1 |
Overstating significance | serves as a testament, pivotal moment, underscores the importance... | State facts directly |
| 3 | -ing pseudo-analysis | highlighting, ensuring, reflecting, symbolizing, contributing to... | Replace with concrete description |
| 8 | Copula substitutes | serves as, stands as, boasts, features... | Just use is/are/has |
| 9 | Negative parallelism | It's not just about... it's... / Not only... but... | Get to the point directly |
| 10 | Rule of three | Three-item lists (innovation, inspiration, and industry insights) | Combine or simplify |
| 22 | Filler words | In order to, due to the fact that, at this point in time... | Use simpler phrasing |
| 13 | Em dash abuse | AI uses excessive em dashes for "impact" | Replace with commas or periods |
See references/patterns.md for detailed patterns and all examples.
Humanizer AI
识别并消除AI生成文本的痕迹,让文字听起来自然且富有人情味。
使用场景
当用户提到去AI化、人性化、让它听起来不像AI写的、消除AI写作痕迹、润色文本或要求对文本进行人性化处理时使用此技能。也适用于清理残留的AI聊天语气(如希望这能帮到你、当然!)或替换高频AI词汇。
处理流程
- 1. 扫描模式 — 对照references/patterns.md中的AI模式检查文本
- 逐点重写 — 用自然的替代表达替换每个问题表述,同时保留核心含义
- 注入灵魂 — 不仅要移除AI痕迹,还要赋予文字人类的声音和节奏
输出格式
- 1. 修改摘要(简要说明修改内容)
- 重写后的文本
灵魂优先
仅仅移除AI痕迹是不够的——缺乏生气的文字同样引人注目。好的文字背后应该有一个真实的人。
无灵魂写作的典型特征:
- - 每个句子长度和结构完全相同
- 只有中性陈述,没有个人观点
- 不承认不确定性或矛盾情绪
- 在可以使用我时刻意回避
- 没有幽默感,没有锋芒
- 读起来像新闻稿或维基百科
注入灵魂的方法:
表达观点 — 不要只陈述事实,要对事实做出反应。老实说,我不知道该怎么看待这件事比中立地列举优缺点更真实。
变换节奏 — 短句有力,长句从容。交替使用它们。
承认复杂性 — 真实的人会有矛盾情绪。令人印象深刻,但也有些令人不安比令人印象深刻更有人情味。
适当使用我 — 第一人称并非不专业,而是诚实。我一直在思考……或让我困惑的一个问题是……都暗示着一个真实的人在思考问题。
允许一些混乱 — 完美的结构看起来像算法生成的。偶尔的题外话、不成熟的想法——这些都是人类的印记。
无灵魂 vs 有灵魂
无灵魂但干净:
实验产生了有趣的结果。智能体生成了300万行代码。一些开发者印象深刻,另一些则持怀疑态度。其影响仍不明确。
有生命力:
老实说,我不知道该怎么看待这件事。300万行代码,在人类沉睡时生成。一半的开发者社区为之疯狂,另一半则在解释为什么这不算数。真相可能平淡地藏在中间——但我一直在想那些彻夜工作的智能体。
快速参考:最常见模式
| 编号 | 模式 | 问题词汇 | 改写方向 |
|---|
| 7 | AI高频词汇 | 此外、关键、决定性、展示、充满活力、格局、强调、证明…… | 替换为日常词汇 |
| 1 |
夸大重要性 | 作为……的证明、关键时刻、强调了……的重要性…… | 直接陈述事实 |
| 3 | -ing伪分析 | 突出、确保、反映、象征、促进…… | 替换为具体描述 |
| 8 | 系动词替代 | 作为、代表、拥有、具备…… | 直接使用是/有 |
| 9 | 否定并列 | 不仅仅是……更是……/不仅……而且…… | 直接切入要点 |
| 10 | 三要素法则 | 创新、灵感与行业洞察(三项列表) | 合并或简化 |
| 22 | 填充词 | 为了、由于……的事实、在目前这个时间点…… | 使用更简洁的表达 |
| 13 | 破折号滥用 | AI过度使用破折号来制造冲击力 | 替换为逗号或句号 |
详细模式及所有示例请参见references/patterns.md。