spencerkit Writing Polish
Overview
Standalone polish module:
- Rewrite - Different style/tone
- Optimize - Improve quality
- Proofread - Grammar/spelling/format
- De-AI-ify - Remove AI writing痕迹
Usage
/spencergo:writing-polish
Or provide content:
- "Help me rewrite, different style"
- "Optimize this article"
- "Proofread for errors"
- "Remove AI味道"
1. Polish Types
1.1 Rewrite
Different style/tone:
- Serious → Casual
- Professional → Accessible
- Formal → Conversational
1.2 Optimize
Improve quality:
- More persuasive
- More concise
- More interesting
- More logical
1.3 Proofread
Check and fix:
- Spelling errors
- Punctuation errors
- Grammar errors
- Format issues
1.4 De-AI-ify
Remove AI writing痕迹, inject humanity
2. Enhanced De-AI-ify
2.1 Detection Items
| Dimension | Detection |
|---|---|
| Filler phrases | 此外、然而、值得注意的是 |
| Formula structure | 不仅...而且...、第一/第二/第三 |
| Sentence rhythm | Detect uniform length, force variation |
| Bombastic expressions | 是...的证明/体现/标志 |
| Vague attribution | 专家表示、多项研究表明 |
| Dashes | >2 flagged |
| Bot tone | 希望对您有帮助 |
| Lack of humanity | No opinions, neutral reporting, over-explanation |
2.2 Humanity Injection
| Dimension | Action |
|---|---|
| Have opinions | Not just neutral reporting |
| Acknowledge complexity | Not just simple summary |
| First person | Appropriate use of "I" |
| Allow messiness | Minor tangents, side notes are human |
2.3 De-AI-ify Quality Score
| Dimension | Criteria | Score |
|---|---|---|
| Directness | Direct or roundabout? | /10 |
| Rhythm | Sentence length variation? | /10 |
| Trust | Respect reader intelligence? | /10 |
| Authenticity | Sound like a real person? | /10 |
| Conciseness | Anything to cut? | /10 |
| Total | /50 |
Standard: 45-50 excellent, 35-44 good, <35 needs work
3. Optimization Directions
3.1 Persuasion
- Argument strength
- Evidence relevance
- Logic gap detection
3.2 Readability
- Information density
- Sentence complexity
- Transition smoothness
- Highlight key points
3.3 Memorability
- Extract punchlines
- Repetition emphasis
- Rhythm
- Emotional peaks
4. Polish by Content Type
WeChat/Blog
- Title appeal
- Opening hook
- Content depth
- Ending CTA
Xiaohongshu
- Emoji usage
- Hashtags
- Emotional resonance
- Interaction guidance
Technical
- Code accuracy
- Explanation clarity
- Step completeness
Story/Novel
- Character development
- Plot tension
- Language style
5. Polish Process
5.1 Confirm Polish Type
- Rewrite? Optimize? Proofread? De-AI-ify?
- Target style?
- Reference sample?
- Focus areas?
5.2 Execute Polish
- Rewrite: Rewrite in target style
- Optimize: Improve toward goal
- Proofread: Full check
- De-AI-ify: Remove痕迹 + inject humanity
5.3 Output Result
Polish Result
Changes
{list main changes}
Polished Content
{full content}
Quality Score (if De-AI-ify)
XX/50
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## 6. Continue Options
After polish, user can:
- "Polish again"
- "Back to original"
- "Adjust specific part"
- "Different style"