Remove AI-generated writing patterns from text. Use when reviewing or editing text to make it sound more natural. Triggers on "AI臭", "humanize", "自然にして", "AI-like", "AIっぽい", "人間らしく".
Remove signs of AI-generated writing based on Wikipedia's Signs of AI writing.
Watch for: serves as, stands as, testament to, vital/crucial/pivotal role, watershed moment, lasting impact, enduring legacy
Before:
The library serves as a testament to the community's enduring commitment to education.
After:
The library opened in 1985 and still hosts weekly reading programs.
Watch for: rich cultural heritage, breathtaking, must-visit, stunning, vibrant, nestled, in the heart of, natural beauty
Before:
Nestled in the breathtaking mountains, this vibrant town boasts stunning natural beauty.
After:
The town sits at 2,400m elevation in the Sierra Nevada range.
Watch for: highlighting, emphasizing, showcasing, reflecting, ensuring, fostering, underscoring, surpassing, garnering, comprehending
AI uses "main clause + comma + -ing phrase" at 2-5x human rate (arXiv:2412.11385).
Before:
The festival celebrates local traditions, showcasing the region's heritage and fostering community bonds.
After:
The festival features traditional dances and locally-made crafts. About 5,000 people attend each year.
Watch for: Additionally, Moreover, Furthermore, crucial, delve, intricate, multifaceted, comprehensive, landscape (abstract), tapestry (abstract), realm, era, groundbreaking, advancements, garnered, comprehending, ever-evolving, underscores
High-frequency markers (per arXiv:2412.11385):
Before:
Additionally, the multifaceted approach delves into the intricate landscape of modern challenges.
After:
The program also addresses housing and job training.
Watch for: serves as, functions as, stands as, acts as (instead of "is")
Before:
The building serves as the headquarters for the organization.
After:
The building is the organization's headquarters.
Watch for: Experts say, Industry reports, Observers note, Some critics argue, Studies show (without citation)
Before:
Experts argue that this approach is more effective than traditional methods.
After:
A 2024 Stanford study found this approach reduced errors by 30%.
Watch for: It's not just X, it's Y / Not only X but also Y / It's not about X, it's about Y
Before:
It's not just a tool, it's a revolution. It's not about features, it's about transformation.
After:
The tool automates three manual steps.
Watch for: Forced groupings of three adjectives, benefits, or features
Before:
The platform is fast, reliable, and secure. It offers speed, stability, and safety.
After:
The platform handles 10,000 requests per second with 99.9% uptime.
Watch for: Multiple em dashes (—) per paragraph
Before:
The system—which was developed last year—has become essential—even critical—to operations.
After:
The system, developed last year, has become essential to operations.
Watch for: I hope this helps, Certainly!, Great question!, Let me know if, Here is a...
Before:
Great question! Here is an overview of the topic. I hope this helps!
After:
[Just the content, no meta-commentary]
Watch for: could potentially, might possibly, it could be argued that, tends to somewhat
Before:
It could potentially be argued that this might possibly have some effect.
After:
This likely has an effect. / This may have an effect.
Watch for: The future looks bright, Exciting times ahead, continues to evolve, remains to be seen
Before:
The future looks bright as the company continues to evolve. Exciting times lie ahead.
After:
The company plans to open two more locations next year.
Surface polish with no substance. Text reads smoothly but says nothing specific.
Watch for: Grammatically correct but logically disconnected paragraphs, claims without evidence, four sentences conveying one sentence of meaning
Before:
This innovative approach leverages cutting-edge technology to deliver transformative results. By harnessing the power of data-driven insights, organizations can unlock unprecedented value. The implications are far-reaching and significant.
After:
The tool reduced processing time from 3 hours to 15 minutes.
Per AI Slop taxonomy: density (verbose with minimal content), relevance, and tone are top predictors.
AI cycles through synonyms to avoid repetition, resulting in unnatural word choices.
Watch for: The same concept referred to by 3+ different terms in quick succession (protagonist → main character → central figure → hero)
Before:
The protagonist faces many challenges. The main character must overcome obstacles. The central figure eventually triumphs.
After:
The protagonist faces challenges and eventually overcomes them.
This pattern stems from AI repetition-penalty mechanisms.
X-to-Y constructions where X and Y don't form a meaningful spectrum.
Watch for: "from X to Y" where X and Y are unrelated or don't represent endpoints of a scale
Before:
From the Big Bang to dark matter, from stars to galaxies, the universe reveals its secrets.
After:
The universe spans 13.8 billion years and contains billions of galaxies.
True ranges have meaningful endpoints: "from 10 to 100", "from beginner to expert".
Capitalizing every major word in headings (English-style title case).
Watch for: "Strategic Negotiations And Global Partnerships" instead of sentence case
Before:
Building Effective Communication Skills For Modern Teams
After:
Building effective communication skills for modern teams
Sentence case is more natural in most contexts except proper titles.
ChatGPT often produces curly quotes (" ") while most humans type straight quotes (" ").
Watch for: " " (U+201C, U+201D) instead of " " (U+0022)
Before:
The report states "this is critical" to the project.
After:
The report states "this is critical" to the project.
Every list item starts with bold text followed by a colon.
Watch for: Repeated **Header:** description pattern in lists
Before:
- Speed: The system processes requests quickly
- Reliability: Uptime exceeds 99.9%
- Security: End-to-end encryption protects data
After:
The system processes requests quickly, maintains 99.9% uptime, and uses end-to-end encryption.
Before (AI-generated):
Building Effective Remote Work Strategies For Modern Teams
In today's fast-paced world, remote work has become increasingly crucial for organizations seeking to remain competitive. This comprehensive guide delves into the multifaceted landscape of distributed teams.
Remote work offers numerous benefits:
- Flexibility: Employees can work from anywhere
- Productivity: Studies show remote workers are more productive
- Cost Savings: Organizations can reduce overhead expenses
Additionally, the transition to remote work requires careful consideration. It's not just about technology, it's about culture. It's not about location, it's about connection.
Experts argue that successful remote teams share common characteristics. From communication to collaboration, from trust to transparency, these elements form the foundation of effective distributed work.
In conclusion, remote work represents a transformative shift in how we approach professional life. The future looks bright as organizations continue to evolve. I hope this overview helps you understand the key considerations!
After (humanized):
How we made remote work actually work
We went fully remote in 2022. The first three months were rough—missed deadlines, miscommunication, people feeling isolated.
What fixed it: async by default. We stopped expecting instant replies. Important decisions go in writing. Meetings dropped from 15 hours/week to 4.
The hardest part wasn't the tools. It was trusting people you can't see. We had to learn that "online" doesn't mean "available."
Our setup now: Slack for quick stuff, Notion for decisions, one weekly sync. Office costs went from $8k/month to zero.
Changes made:
Sterile text is also AI-like. Good writing has personality.
Signs of soulless writing:
How to add voice:
Quick verification for English text:
**Bold:** text) repeatedProvide:
| File | When to Load |
|---|---|
| references/japanese-patterns.md | 日本語テキストを処理する場合 |
| Skill | Purpose |
|---|---|
| /documentation | Write and review documentation following Labee standards |