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@@ -1,6 +1,6 @@
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---
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name: humanizer
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-version: 2.6.0
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+version: 2.7.0
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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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text to make it sound more natural and human-written. Based on Wikipedia's
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@@ -256,9 +256,9 @@ Avoiding AI patterns is only half the job. Sterile, voiceless writing is just as
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## STYLE PATTERNS
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-### 14. Em Dash Overuse
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+### 14. Em Dashes (and En Dashes): Cut Them
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-**Problem:** LLMs use em dashes (—) more than humans, mimicking "punchy" sales writing. In practice, most of these can be rewritten more cleanly with commas, periods, or parentheses.
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+**Rule:** The final rewrite contains no em dashes (—) or en dashes (–). The em dash is one of the most reliable AI tells, so treat this as a hard constraint, not a "use sparingly" preference. Replace each one, in rough order of preference: a period (start a new sentence), a comma (a tight aside), a colon (introducing an explanation), parentheses (a true aside), or restructure the sentence. Also catch spaced em dashes (` — `) and double hyphens (` -- `) used the same way.
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**Before:**
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> The term is primarily promoted by Dutch institutions—not by the people themselves. You don't say "Netherlands, Europe" as an address—yet this mislabeling continues—even in official documents.
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@@ -266,14 +266,14 @@ Avoiding AI patterns is only half the job. Sterile, voiceless writing is just as
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**After:**
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> The term is primarily promoted by Dutch institutions, not by the people themselves. You don't say "Netherlands, Europe" as an address, yet this mislabeling continues in official documents.
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-Also catch spaced em dashes (` — `) and double hyphens (` -- `) used as em dashes. These are the same pattern in different typography.
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-
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**Before:**
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> The new policy — announced without warning — affects thousands of workers. The changes -- long overdue according to critics -- will take effect immediately.
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**After:**
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> The new policy, announced without warning, affects thousands of workers. The changes, long overdue according to critics, will take effect immediately.
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+Before returning the final rewrite, scan it for `—` and `–`. Any hit means the draft isn't done.
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+
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### 15. Overuse of Boldface
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@@ -349,18 +349,24 @@ Also catch spaced em dashes (` — `) and double hyphens (` -- `) used as em das
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> The French Revolution began in 1789 when financial crisis and food shortages led to widespread unrest.
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-### 21. Knowledge-Cutoff Disclaimers
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+### 21. Knowledge-Cutoff Disclaimers and Speculative Gap-Filling
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-**Words to watch:** as of [date], Up to my last training update, While specific details are limited/scarce..., based on available information...
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+**Words to watch:** as of [date], Up to my last training update, While specific details are limited/scarce..., based on available information, not publicly available, maintains a low profile, keeps personal details private, prefers to stay out of the spotlight, likely [grew up/studied/began], it is believed that
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-**Problem:** AI disclaimers about incomplete information get left in text.
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+**Problem:** Two related tells. (a) Older models leave hard knowledge-cutoff disclaimers in the text. (b) When a model can't find a source, it writes a paragraph *about* not finding one and then invents plausible filler to cover the gap. For a private person the guess almost always lands on the same stock phrases ("maintains a low profile," "keeps personal details private"), none of it sourced. Say what isn't known, or cut the sentence; don't dress a guess up as fact.
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-**Before:**
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+**Before (cutoff disclaimer):**
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> While specific details about the company's founding are not extensively documented in readily available sources, it appears to have been established sometime in the 1990s.
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**After:**
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> The company was founded in 1994, according to its registration documents.
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+**Before (speculative gap-fill):**
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+> Information about her early life is not publicly available, suggesting she maintains a low profile and keeps personal details private. She likely grew up in a middle-class household, which shaped her later interest in education reform.
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+
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+**After:**
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+> Her early life is not documented in the available sources. (Or omit the section.)
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+
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### 22. Sycophantic/Servile Tone
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@@ -466,6 +472,17 @@ Also catch spaced em dashes (` — `) and double hyphens (` -- `) used as em das
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> When users hit a slow page, they leave.
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+### 30. Diff-Anchored Writing
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+
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+**Problem:** Documentation or comments written as if narrating a change rather than describing the thing as it is. Unless the document is inherently version-scoped (changelogs, release notes, migration guides), it should read coherently without knowing what changed in the last commit.
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+
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+**Before:**
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+> This function was added to replace the previous approach of iterating through all items, which caused O(n²) performance.
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+
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+**After:**
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+> This function uses a hash map for O(1) lookups, avoiding the O(n²) cost of naive iteration.
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+
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+
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## DETECTION GUIDANCE
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### What NOT to flag (false positives)
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@@ -506,7 +523,7 @@ When you see these, lean toward leaving the prose alone — they are evidence of
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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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+4. Revise into a **final rewrite** that addresses them and contains no em or en dashes (see §14).
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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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