Skill: openlark/ai-paraphraser (version 1.0.0)

--- name: ai-paraphraser description: AI paraphrasing and de-AI tool. --- # AI Paraphraser Rewrite AI-generated content into natural, human writing style, bypassing AI detectors like GPTZero, Turnitin, Originality.ai, and others. ## Use Cases Use this skill when users mention intentions such as "rewrite," "paraphrase," "de-AI," "make text pass AI detection," "humanize," "eliminate AI traces," "polish text," "bypass AI detection," or "reduce article similarity." ## Core Positioning This is not a simple synonym replacement tool. It specifically targets the statistical features that AI detectors rely on for structural reshaping: - **Eliminate statistical patterns**: Sentence length regularity, vocabulary distribution, and paragraph rhythm that AI detectors (GPTZero / Turnitin / Originality.ai / Copyleaks) depend on - **Preserve original meaning**: Facts, arguments, data, and core viewpoints remain completely unchanged; only the expression changes - **Produce unpredictability**: Each rewrite yields different results with no risk of duplicate content ## Paraphrasing Modes | Mode | Applicable Scenarios | Degree of Change | |------|---------------------|------------------| | **Light** | Minor adjustments, suitable for users with already decent writing | Synonym replacement + minor word order adjustments | | **Medium** | Most paraphrasing needs, default recommendation | Sentence restructuring + paragraph reorganization + introduction of natural rhythm | | **Aggressive** | High-risk detection scenarios, heavily AI-flavored source text | Thorough sentence fragmentation + forced diversification + injection of human writing characteristics | ## Paraphrasing Workflow ### Step 1: Determine Mode Select the paraphrasing mode based on user requirements and source text characteristics: - User explicitly specifies mode → Execute as specified - User does not specify → Assess the AI flavor concentration of the source text, start with Medium - Source text extremely short (<50 words) → Suggest Light mode to avoid semantic distortion - Source text extremely long (>2000 words) → Process in segments, 300-500 words per segment ### Step 2: Analyze Source Text Structure Quickly scan the source text before paraphrasing to identify: - **High-frequency AI sentence patterns**: `In conclusion...` `Furthermore...` `It is worth noting...` `Moreover...` - **Excessively regular structure**: Each sentence of similar length, each paragraph starting with the same connective word - **Non-informative filler words**: `In today's rapidly evolving world...` `It goes without saying that...` - **Core information points**: Facts, data, arguments (these must be preserved) ### Step 3: Execute Paraphrasing **General Principles (applicable to all modes):** 1. **Sentence variety**: Alternate between active / passive / inverted / short / long sentences 2. **Vocabulary replacement**: Replace non-keywords with synonyms; preserve core terms 3. **Break regular rhythm**: Eliminate the pattern of each paragraph starting with a fixed connective 4. **Remove AI filler words**: Delete meaningless opening and concluding sentences 5. **Reorganize word order**: Rearrange information, not simply replace words **Light Mode Additional Rules:** - Only replace high-frequency AI vocabulary (furthermore → also / moreover → what's more) - Make minimal word order adjustments - Maintain original paragraph structure **Medium Mode Additional Rules:** - Comprehensively reorganize sentence structures; adjacent sentences should not repeat the same structure - Order within paragraphs can be adjusted - Introduce imperfections found in genuine human writing (occasional splitting of long compound sentences is acceptable) - Naturally vary paragraph length **Aggressive Mode Additional Rules:** - Convert active sentences to passive, passive to active - Break long sentences into short ones, then combine some short sentences - Delete all obvious AI structural words - Add colloquial expressions or slightly irregular phrasing where appropriate - Reference the human writing characteristics checklist in `references/human-patterns.md` ### Step 4: Quality Check After completing the paraphrase, quickly verify: - [ ] **Meaning unchanged**: Are core arguments, facts, and data preserved? - [ ] **No obvious AI features**: Do words like `Furthermore` `In conclusion` `Moreover` remain? - [ ] **Smooth and natural**: Does it read like a human wrote it? Are there any awkward parts? - [ ] **No duplicate content**: Are there identifiable similarities with the source text? ## Common AI Detection Trigger Words (Be Sure to Replace) | Common AI Word | Suggested Replacement | |---------------|----------------------| | Furthermore | Also, Besides, What's more | | Moreover | In addition, On top of that | | In conclusion | All in all, To sum up, Overall | | It is worth noting that | Notably, Interestingly, In fact | | First and foremost | Above all, Mainly | | As mentioned earlier | As noted, Regarding this | | In today's world | Currently, These days | | It goes without saying | Of course, Naturally | | There are several | A few / Some / Several | | This essay will discuss | This piece explores / This looks at | ## Segmented Paraphrasing Strategy (Long Texts) When the source text exceeds 500 words, process in segments: 1. Split by natural paragraphs (do not force cuts by word count) 2. Paraphrase each segment independently while maintaining logical connections between segments 3. Finally, read through the entire text to ensure overall fluency 4. Check whether transitions between paragraphs are natural See `references/human-patterns.md` for details. ## Paraphrasing Quality Standards **Qualified Output:** - Semantic equivalence: Does not alter the core meaning of the source text - Grammatically correct: No subject-verb disagreement, tense confusion, or other errors - Natural and fluent: Reads as if written by an educated human - No AI traces: Contains no high-frequency AI vocabulary or regular sentence patterns **Rewrite if Unqualified:** - Significant semantic deviation → Paraphrase again - Detection risk remains high → Switch to a stronger mode and rewrite

path: references/human-patterns.md
content: # Human Writing Characteristics Checklist — Aggressive Mode Specific

When performing Aggressive paraphrasing, refer to the following checklist to inject human writing characteristics into the text.

---

## 1. Sentence Structure Variety (Most Important)

The fatal characteristic of AI-generated text: **all sentences are nearly the same length**.

| Typical AI Pattern | Human Characteristic |
|-------------------|---------------------|
| Every sentence 15-25 words, balanced length | Long sentences (40+ words) + short sentences (5 words) alternating |
| Compound sentences are all `Although..., ...` | Mix: `Because`, `Since`, `Since...`, `..., so ...`, `..., yet ...` |
| Every paragraph's first sentence is a topic sentence | Occasionally start with scene-setting / examples / questions |
| Never uses sentence openings other than "there be" | Occasionally use inversion: `Only in recent years...` `Such changes include...` |

---

## 2. Vocabulary Diversity

**AI Signature Words (Must Replace):**
- Additionally / Furthermore / Moreover / Nonetheless
- It is important to note that
- In order to / In this regard / With respect to
- The aforementioned / The following / As illustrated
- Consequently / Subsequently / Accordingly
- Significantly / Particularly / Especially
- It should be noted that / It is evident that

**Replacement Library:**

| AI Word | Replacement |
|---------|-------------|
| Additionally | Also / Besides / On top of that |
| Furthermore | Plus / And / What's more |
| Moreover | To make matters worse / Even more |
| Consequently | So / That's why / As a result |
| Subsequently | After that / Then / Later |
| In order to | To / So as to |
| Significant | Big / Major / Key / Core |
| Particularly | Above all / Most importantly |
| Essential | Must-have / Vital / Crucial |
| Demonstrate | Show / Prove / Illustrate |
| Facilitate | Help / Enable / Allow |

---

## 3. Paragraph Rhythm

**Typical AI Paragraph Structure:** `Topic sentence → Supporting 1 → Supporting 2 → Concluding sentence`

**Injecting Human Characteristics:**
- In every 3-4 paragraphs, have 1 that breaks this structure
- Option: Give an example first → then introduce the point
- Option: Raise a question first → then explain the reason
- Option: Present data first → then interpret the meaning
- Paragraph length: Alternate between 200 words, 50 words, 300 words (do not be uniformly neat)

---

## 4. Natural Use of Transition Words

AI's transition words are **excessively regular**—the first word of almost every paragraph is a transition word.

Positions of transition words in human writing:
- Mid-sentence: `This, however, was not the case.`
- End of sentence: `The results were clear enough.`
- Mid-paragraph (not at the start): `That said, there are limitations.`
- Occasionally use no transition at all, jump directly

**Alternative Transition Library:**

| Meaning | Common AI Word | More Natural Choice |
|---------|---------------|---------------------|
| Progression | Furthermore | On top of that, It turns out |
| Contrast | However | Then again, But in reality |
| Example | For example | Say, Take X, One case in point |
| Cause | Because | The reason is, It stems from |
| Result | Therefore | And that's why, So, The upshot is |
| Conclusion | In conclusion | All in all, So to speak |

---

## 5. "Imperfections" in Human Writing

Moderately inject the following characteristics to make the text more authentic:

- **Slight hesitancy**: `seems to`, `appears to`, `tends to`
- **Colloquialisms**: `a lot of` (instead of `numerous`), `things` (instead of `factors`)
- **Ellipsis**: `...and so on.` `and stuff like that.`
- **Emphatic sentences**: `What really matters is...` `Here's the thing...`
- **Rhetorical questions**: `So what does this mean for us?`

> ⚠️ Use in moderation; too much becomes informal. Use with caution in academic texts.

---

## 6. Quick Check (Mandatory After Aggressive Paraphrasing)

```
[ ] Is the word count different for each paragraph? (If any paragraphs have the same word count → Rewrite)
[ ] Do any Furthermore / Moreover / Additionally remain?
[ ] Are there more than 3 sentences starting with "This..." at the beginning?
[ ] Does any "It is important to note that" phrasing remain?
[ ] Is there at least one inverted sentence or emphatic sentence?
[ ] Does it have a sense of "breath" (alternating long and short) when read aloud?
```

If any item is "No" → Targeted revision.

path: references/modes-guide.md
content: # Paraphrasing Modes Explained with Examples

---

## Light Mode — Minimal Changes

**Applies to:** Source text is of decent quality and only needs removal of minor AI traces.

### Typical Changes
- Replace high-frequency AI vocabulary (furthermore → also)
- Adjust word order
- Maintain original paragraph structure and sentence sequence

### Example

**Original (Before Light):**
> In today's rapidly evolving digital landscape, artificial intelligence has become increasingly prevalent. Furthermore, AI technologies have demonstrated significant potential across various industries.

**After Light:**
> In today's digital world, artificial intelligence has become more and more common. Also, AI technologies have shown major potential across many industries.

---

## Medium Mode — Comprehensive Reorganization (Default Recommendation)

**Applies to:** Most paraphrasing needs where AI traces are evident and reorganization is required.

### Typical Changes
- Sentence restructuring (splitting long sentences, merging short ones)
- Adjusting order within paragraphs
- Eliminating regular sentence rhythm patterns
- Removing meaningless opening sentences

### Example

**Original (Before Medium):**
> Artificial intelligence is transforming the healthcare industry. It offers numerous benefits. Doctors can use AI to diagnose diseases more accurately. Patients receive better treatment. The technology also reduces costs. In conclusion, AI is proving invaluable in medicine.

**After Medium:**
> Healthcare is being reshaped by artificial intelligence. Think about it: doctors now have tools that help them catch diseases earlier, patients are getting more personalized care, and hospitals are finding ways to cut costs at the same time. The results speak for themselves — AI is proving genuinely valuable across the medical field.

---

## Aggressive Mode — Thorough Fragmentation

**Applies to:** Source text is heavily AI-flavored, or the target detector is extremely strict.

### Typical Changes
- Active ↔ Passive voice interchange
- Paragraph fragmentation and reorganization
- Removal of all high-frequency AI vocabulary
- Injection of irregular human writing characteristics
- Introduction of colloquialisms, emphatic sentences, and other human traits

### Example

**Original (Before Aggressive):**
> The adoption of renewable energy sources is essential for addressing climate change. Furthermore, transitioning to clean energy can reduce greenhouse gas emissions. Moreover, renewable energy creates new economic opportunities. In addition to environmental benefits, this shift supports job growth in emerging sectors. Consequently, governments should prioritize investments in solar and wind infrastructure.

**After Aggressive:**
> Climate change is a big problem — there's no getting around that. The question is what we actually do about it. Switching to renewables isn't just good for the planet; it also brings real economic wins. Solar and wind aren't just buzzwords either — they're driving real job growth in areas that need it most. And here's the thing: the tech is already there. What we need now is the political will to back it.

---

## Quick Decision Guide

```
User specified Light?
  → Yes → Light, execute directly
  → No ↓

Source text < 50 words?
  → Yes → Suggest Light, explain it's too short for deep paraphrasing
  → No ↓

What is the target platform?
  → Turnitin (Academic) → Start with Medium, Aggressive is safer
  → GPTZero → Medium is usually sufficient
  → Originality.ai → Aggressive recommended
  → General / Unknown → Medium as default

Source text extremely AI-flavored (e.g., obvious three-part structure, every paragraph topic+support+conclusion)?
  → Yes → Aggressive
  → No → Medium
```

---

## Special Scenarios

**Academic Paper Paraphrasing:**
- Preserve all data, citations, and methodological descriptions
- Light / Medium primarily; Aggressive only for high-risk sections
- Avoid overly colloquial expressions

**Marketing Copy Paraphrasing:**
- Both Medium / Aggressive are suitable
- May retain brand tone and voice
- Avoid excessive colloquialism

**Social Media / Post Paraphrasing:**
- Aggressive is usually most appropriate
- Can introduce more irregular human characteristics
- Ensure core information points are preserved

Security scan verdicts — ClawScan: suspicious | static analysis: clean | VirusTotal: clean | SkillSpector: suspicious (CRITICAL)