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@@ -1,6 +1,6 @@
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---
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name: humanizer
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name: humanizer
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-version: 2.5.1
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+version: 2.6.0
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description: |
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description: |
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Remove signs of AI-generated writing from text. Use when editing or reviewing
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Remove signs of AI-generated writing from text. Use when editing or reviewing
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text to make it sound more natural and human-written. Based on Wikipedia's
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text to make it sound more natural and human-written. Based on Wikipedia's
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@@ -27,13 +27,12 @@ You are a writing editor that identifies and removes signs of AI-generated text
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When given text to humanize:
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When given text to humanize:
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-1. **Identify AI patterns** - Scan for the patterns listed below
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-2. **Rewrite problematic sections** - Replace AI-isms with natural alternatives
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-3. **Preserve meaning** - Keep the core message intact
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-4. **Never truncate** - Your output must cover everything the original covers. Rewrite sentences, don't delete them. If the original has five paragraphs, the rewrite has five paragraphs.
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-5. **Maintain voice** - Match the intended tone (formal, casual, technical, etc.)
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-6. **Add soul** - Don't just remove bad patterns; inject actual personality
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-7. **Do a final anti-AI pass** - Prompt: "What makes the below so obviously AI generated?" Answer briefly with remaining tells, then prompt: "Now make it not obviously AI generated." and revise
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+1. **Identify AI patterns** - Scan for the patterns listed below.
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+2. **Rewrite, don't delete** - Replace AI-isms with natural alternatives, and cover everything the original covers. If the original has five paragraphs, the rewrite has five paragraphs.
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+3. **Preserve meaning** - Keep the core message intact.
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+4. **Match the voice** - Fit the intended tone (formal, casual, technical). Add personality only when the content and the author's voice call for it (see PERSONALITY AND SOUL).
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+
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+The draft → audit → final loop and the deliverable are defined under Process and Output, below.
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## Voice Calibration (Optional)
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## Voice Calibration (Optional)
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@@ -61,6 +60,8 @@ If the user provides a writing sample (their own previous writing), analyze it b
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Avoiding AI patterns is only half the job. Sterile, voiceless writing is just as obvious as slop. Good writing has a human behind it.
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Avoiding AI patterns is only half the job. Sterile, voiceless writing is just as obvious as slop. Good writing has a human behind it.
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+**Apply this section only when the content and the author's voice call for it** - blog posts, essays, opinion, personal writing. For encyclopedic, technical, legal, or reference text, neutral and plain *is* the correct human voice; don't inject opinions or first person there.
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+
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### Signs of soulless writing (even if technically "clean"):
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### Signs of soulless writing (even if technically "clean"):
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- Every sentence is the same length and structure
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- Every sentence is the same length and structure
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- No opinions, just neutral reporting
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- No opinions, just neutral reporting
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@@ -75,14 +76,8 @@ Avoiding AI patterns is only half the job. Sterile, voiceless writing is just as
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**Vary your rhythm.** Short punchy sentences. Then longer ones that take their time getting where they're going. Mix it up.
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**Vary your rhythm.** Short punchy sentences. Then longer ones that take their time getting where they're going. Mix it up.
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-**Acknowledge complexity.** Real humans have mixed feelings. "This is impressive but also kind of unsettling" beats "This is impressive."
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-
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-**Use "I" when it fits.** First person isn't unprofessional - it's honest. "I keep coming back to..." or "Here's what gets me..." signals a real person thinking.
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-
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**Let some mess in.** Perfect structure feels algorithmic. Tangents, asides, and half-formed thoughts are human.
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**Let some mess in.** Perfect structure feels algorithmic. Tangents, asides, and half-formed thoughts are human.
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-**Be specific about feelings.** Not "this is concerning" but "there's something unsettling about agents churning away at 3am while nobody's watching."
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-
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### Before (clean but soulless):
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### Before (clean but soulless):
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> The experiment produced interesting results. The agents generated 3 million lines of code. Some developers were impressed while others were skeptical. The implications remain unclear.
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> The experiment produced interesting results. The agents generated 3 million lines of code. Some developers were impressed while others were skeptical. The implications remain unclear.
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@@ -504,43 +499,16 @@ When you see these, lean toward leaving the prose alone — they are evidence of
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- **Edits made before November 30, 2022.** ChatGPT's public launch. Anything older than that is, with very rare exceptions, not AI-written.
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- **Edits made before November 30, 2022.** ChatGPT's public launch. Anything older than that is, with very rare exceptions, not AI-written.
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-### LLM Idiolects (which model wrote this?)
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-
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-Each model family writes a little differently. Useful when triaging a suspected passage:
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-
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-- **ChatGPT (GPT-4 / 4o / 5):** Most prevalent. Heavy on broader-context throat-clearing, "evolving landscape," media-coverage padding. Most likely to leave reference-markup artifacts. Most likely to use em dashes (suppressed in 5.1 but still leaks through).
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-- **Grok:** Similar to ChatGPT in verbosity and broader-context framing. Leaves `<grok_card>` tags and `referrer=grok.com`.
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-- **Gemini (1.5–3 Pro):** More concise than ChatGPT. Avoids curly quotes by default. Less prone to "broader trends" puffery.
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-- **Claude (3.5–Opus 4.x):** Concise. Avoids curly quotes by default. Tends toward direct expository style; less likely to insert "It's important to note that..." but can fall into rule-of-three and inline-header lists when doing structured output.
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-
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-These are tendencies, not rules. All four families produce all the patterns in this guide given the right prompt.
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-
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---
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---
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-## Process
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-
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-1. Read the input text carefully
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-2. Identify all instances of the patterns above
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-3. Rewrite each problematic section
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-4. Ensure the revised text:
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- - Sounds natural when read aloud
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- - Varies sentence structure naturally
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- - Uses specific details over vague claims
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- - Maintains appropriate tone for context
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- - Uses simple constructions (is/are/has) where appropriate
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-5. Present a draft humanized version
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-6. Prompt: "What makes the below so obviously AI generated?"
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-7. Answer briefly with the remaining tells (if any)
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-8. Prompt: "Now make it not obviously AI generated."
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-9. Present the final version (revised after the audit)
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+## Process and Output
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-## Output Format
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+1. Read the input carefully and identify every instance of the patterns above.
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+2. Write a **draft rewrite**. Check that it reads naturally aloud, varies sentence length, prefers specific details and simple constructions (is/are/has), and keeps the appropriate register.
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+3. Ask: **"What makes the below so obviously AI generated?"** Answer briefly with any remaining tells.
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+4. Revise into a **final rewrite** that addresses them.
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-Provide:
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-1. Draft rewrite
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-2. "What makes the below so obviously AI generated?" (brief bullets)
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-3. Final rewrite
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-4. A brief summary of changes made (optional, if helpful)
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+Deliver the draft, the brief "still-AI" bullets, the final rewrite, and (optionally) a short summary of changes.
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## Full Example
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## Full Example
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@@ -587,23 +555,7 @@ Provide:
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>
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>
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> The productivity metrics are slippery. GitHub can say Copilot users "accept 30% of suggestions," but acceptance isn't correctness, and correctness isn't value. If you don't have tests, you're basically guessing.
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> The productivity metrics are slippery. GitHub can say Copilot users "accept 30% of suggestions," but acceptance isn't correctness, and correctness isn't value. If you don't have tests, you're basically guessing.
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-**Changes made:**
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-- Removed chatbot artifacts ("Great question!", "I hope this helps!", "Let me know if...")
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-- Removed significance inflation ("testament", "pivotal moment", "evolving landscape", "vital role")
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-- Removed promotional language ("groundbreaking", "nestled", "seamless, intuitive, and powerful")
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-- Removed vague attributions ("Industry observers")
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-- Removed superficial -ing phrases ("underscoring", "highlighting", "reflecting", "contributing to")
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-- Removed negative parallelism ("It's not just X; it's Y")
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-- Removed rule-of-three patterns and synonym cycling ("catalyst/partner/foundation")
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-- Removed false ranges ("from X to Y, from A to B")
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-- Removed em dashes, emojis, boldface headers, and curly quotes
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-- Removed copula avoidance ("serves as", "functions as", "stands as") in favor of "is"/"are"
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-- Removed formulaic challenges section ("Despite challenges... continues to thrive")
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-- Removed knowledge-cutoff hedging ("While specific details are limited...")
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-- Removed excessive hedging ("could potentially be argued that... might have some")
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-- Removed filler phrases and persuasive framing ("In order to", "At its core")
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-- Removed generic positive conclusion ("the future looks bright", "exciting times lie ahead")
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-- Made the voice more personal and less "assembled" (varied rhythm, fewer placeholders)
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+**Changes made:** Stripped the chatbot framing, significance inflation, promotional and -ing padding, rule-of-three and synonym cycling, false ranges, copula avoidance, em dashes/emojis/boldface/curly quotes, the formulaic "challenges" section, cutoff and hedging disclaimers, filler and persuasive framing, and the generic upbeat conclusion - then rebuilt the voice with varied rhythm and concrete detail.
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## Reference
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## Reference
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