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docs: integrate comprehensive AI research and feature matrix #2

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28 changes: 28 additions & 0 deletions SKILL.md
View file
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Original file line number Diff line number Diff line change
Expand Up @@ -647,3 +647,31 @@ While Wikipedia's "Signs of AI writing" remains a primary community-maintained s

### 4. Overused "Tells" (Collective Community Observations)
- High-frequency occurrences of: "delve", "tapestry", "landscape", "at its core", "not only... but also", "in summary", "moreover", "furthermore".


## SIGNS OF AI WRITING MATRIX

The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.

| Pattern Category | Specific Signs | Wikipedia | GPTZero | Originality.ai | Copyleaks | Winston AI | Turnitin |
| :--- | :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| **Statistical** | **Low Perplexity** (Predictable word choices) | [x] | [x] | [x] | [x] | [x] | [x] |
| | **Uniform Burstiness** (Consistent rhythms) | [x] | [x] | [ ] | [x] | [x] | [ ] |
| **Stylistic** | **Repetitive Phrasing** / Sentence starts | [x] | [x] | [x] | [x] | [x] | [ ] |
| | **Lack of Emotion / Nuance / Voice** | [x] | [ ] | [x] | [x] | [x] | [ ] |
| | **Copula Avoidance** ("serves as" vs "is") | [x] | [ ] | [ ] | [ ] | [ ] | [ ] |
| | **Over-Significance / Inflation** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| **Grammar** | **Flawless / Hyper-Correct Grammar** | [x] | [x] | [ ] | [ ] | [ ] | [ ] |
| | **Tautology / Redundant Stating** | [x] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Technical** | **Factual "Fumbles" / Hallucinations** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| | **Unicode / Hidden Text Artifacts** | [ ] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |

### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
- **Winston AI:** Scans for structural rhythm inconsistencies and predictable patterns.
- **Turnitin:** Focuses on prose likelihood and detection of "AI Bypasser" tool signatures.
Comment on lines +650 to +677
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⚠️ Potential issue | 🟡 Minor

Fix MD022 around matrix headings.

markdownlint reports missing blank lines around “SIGNS OF AI WRITING MATRIX” and “Source Definitions” (Line 650, Line 654, Line 677). Add blank lines before/after these headings.

✏️ Suggested fix 
-## SIGNS OF AI WRITING MATRIX
-
-The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.
+## SIGNS OF AI WRITING MATRIX
+
+The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.

-### Source Definitions
-- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
+### Source Definitions
+
+- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
## SIGNS OF AI WRITING MATRIX
The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.
| Pattern Category | Specific Signs | Wikipedia | GPTZero | Originality.ai | Copyleaks | Winston AI | Turnitin |
| :--- | :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| **Statistical** | **Low Perplexity** (Predictable word choices) | [x] | [x] | [x] | [x] | [x] | [x] |
| | **Uniform Burstiness** (Consistent rhythms) | [x] | [x] | [ ] | [x] | [x] | [ ] |
| **Stylistic** | **Repetitive Phrasing** / Sentence starts | [x] | [x] | [x] | [x] | [x] | [ ] |
| | **Lack of Emotion / Nuance / Voice** | [x] | [ ] | [x] | [x] | [x] | [ ] |
| | **Copula Avoidance** ("serves as" vs "is") | [x] | [ ] | [ ] | [ ] | [ ] | [ ] |
| | **Over-Significance / Inflation** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| **Grammar** | **Flawless / Hyper-Correct Grammar** | [x] | [x] | [ ] | [ ] | [ ] | [ ] |
| | **Tautology / Redundant Stating** | [x] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Technical** | **Factual "Fumbles" / Hallucinations** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| | **Unicode / Hidden Text Artifacts** | [ ] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |
### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
- **Winston AI:** Scans for structural rhythm inconsistencies and predictable patterns.
- **Turnitin:** Focuses on prose likelihood and detection of "AI Bypasser" tool signatures.
## SIGNS OF AI WRITING MATRIX
The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.
| Pattern Category | Specific Signs | Wikipedia | GPTZero | Originality.ai | Copyleaks | Winston AI | Turnitin |
| :--- | :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| **Statistical** | **Low Perplexity** (Predictable word choices) | [x] | [x] | [x] | [x] | [x] | [x] |
| | **Uniform Burstiness** (Consistent rhythms) | [x] | [x] | [ ] | [x] | [x] | [ ] |
| **Stylistic** | **Repetitive Phrasing** / Sentence starts | [x] | [x] | [x] | [x] | [x] | [ ] |
| | **Lack of Emotion / Nuance / Voice** | [x] | [ ] | [x] | [x] | [x] | [ ] |
| | **Copula Avoidance** ("serves as" vs "is") | [x] | [ ] | [ ] | [ ] | [ ] | [ ] |
| | **Over-Significance / Inflation** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| **Grammar** | **Flawless / Hyper-Correct Grammar** | [x] | [x] | [ ] | [ ] | [ ] | [ ] |
| | **Tautology / Redundant Stating** | [x] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Technical** | **Factual "Fumbles" / Hallucinations** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| | **Unicode / Hidden Text Artifacts** | [ ] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |
### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
- **Winston AI:** Scans for structural rhythm inconsistencies and predictable patterns.
- **Turnitin:** Focuses on prose likelihood and detection of "AI Bypasser" tool signatures.
🧰 Tools
🪛 markdownlint-cli2 (0.20.0)

[warning] 650-650: Headings should be surrounded by blank lines
Expected: 1; Actual: 0; Below

(MD022, blanks-around-headings)

[warning] 654-654: Headings should be surrounded by blank lines
Expected: 1; Actual: 0; Below

(MD022, blanks-around-headings)

[warning] 677-677: Headings should be surrounded by blank lines
Expected: 1; Actual: 0; Below

(MD022, blanks-around-headings)

🤖 Prompt for AI Agents 
In `@SKILL.md` around lines 650 - 677, Add missing blank lines around the headings
to satisfy MD022: insert a blank line before the "## SIGNS OF AI WRITING MATRIX"
heading and a blank line between that heading and the following table, and
likewise ensure there is a blank line before the "### Source Definitions"
heading and a blank line after it (i.e., separate the heading from surrounding
text/table).

28 changes: 28 additions & 0 deletions SKILL_PROFESSIONAL.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -642,3 +642,31 @@ While Wikipedia's "Signs of AI writing" remains a primary community-maintained s

### 4. Overused "Tells" (Collective Community Observations)
- High-frequency occurrences of: "delve", "tapestry", "landscape", "at its core", "not only... but also", "in summary", "moreover", "furthermore".


## SIGNS OF AI WRITING MATRIX

The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.

| Pattern Category | Specific Signs | Wikipedia | GPTZero | Originality.ai | Copyleaks | Winston AI | Turnitin |
| :--- | :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| **Statistical** | **Low Perplexity** (Predictable word choices) | [x] | [x] | [x] | [x] | [x] | [x] |
| | **Uniform Burstiness** (Consistent rhythms) | [x] | [x] | [ ] | [x] | [x] | [ ] |
| **Stylistic** | **Repetitive Phrasing** / Sentence starts | [x] | [x] | [x] | [x] | [x] | [ ] |
| | **Lack of Emotion / Nuance / Voice** | [x] | [ ] | [x] | [x] | [x] | [ ] |
| | **Copula Avoidance** ("serves as" vs "is") | [x] | [ ] | [ ] | [ ] | [ ] | [ ] |
| | **Over-Significance / Inflation** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| **Grammar** | **Flawless / Hyper-Correct Grammar** | [x] | [x] | [ ] | [ ] | [ ] | [ ] |
| | **Tautology / Redundant Stating** | [x] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Technical** | **Factual "Fumbles" / Hallucinations** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| | **Unicode / Hidden Text Artifacts** | [ ] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |

### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
- **Winston AI:** Scans for structural rhythm inconsistencies and predictable patterns.
- **Turnitin:** Focuses on prose likelihood and detection of "AI Bypasser" tool signatures.
Comment on lines +645 to +672
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⚠️ Potential issue | 🟡 Minor

Add blank lines around new headings to clear MD022.

Markdownlint flags the heading spacing; add blank lines around the new headings to match the style rules.

🧹 Suggested edit 
-## SIGNS OF AI WRITING MATRIX
-
-The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.
+## SIGNS OF AI WRITING MATRIX
+
+The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.
@@
-### Source Definitions
-- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
+### Source Definitions
+
+- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
🤖 Prompt for AI Agents 
In `@SKILL_PROFESSIONAL.md` around lines 645 - 672, The Markdown headings added
("SIGNS OF AI WRITING MATRIX" and "Source Definitions") need blank lines above
and below to satisfy MD022; update SKILL_PROFESSIONAL.md by inserting a single
blank line before each heading and one blank line after the heading lines (or
before the following content/paragraph) so the headings are separated from
surrounding blocks and linter warnings are resolved.

28 changes: 28 additions & 0 deletions adapters/antigravity-rules-workflows/README.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -658,3 +658,31 @@ While Wikipedia's "Signs of AI writing" remains a primary community-maintained s

### 4. Overused "Tells" (Collective Community Observations)
- High-frequency occurrences of: "delve", "tapestry", "landscape", "at its core", "not only... but also", "in summary", "moreover", "furthermore".


## SIGNS OF AI WRITING MATRIX

The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.

| Pattern Category | Specific Signs | Wikipedia | GPTZero | Originality.ai | Copyleaks | Winston AI | Turnitin |
| :--- | :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| **Statistical** | **Low Perplexity** (Predictable word choices) | [x] | [x] | [x] | [x] | [x] | [x] |
| | **Uniform Burstiness** (Consistent rhythms) | [x] | [x] | [ ] | [x] | [x] | [ ] |
| **Stylistic** | **Repetitive Phrasing** / Sentence starts | [x] | [x] | [x] | [x] | [x] | [ ] |
| | **Lack of Emotion / Nuance / Voice** | [x] | [ ] | [x] | [x] | [x] | [ ] |
| | **Copula Avoidance** ("serves as" vs "is") | [x] | [ ] | [ ] | [ ] | [ ] | [ ] |
| | **Over-Significance / Inflation** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| **Grammar** | **Flawless / Hyper-Correct Grammar** | [x] | [x] | [ ] | [ ] | [ ] | [ ] |
| | **Tautology / Redundant Stating** | [x] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Technical** | **Factual "Fumbles" / Hallucinations** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| | **Unicode / Hidden Text Artifacts** | [ ] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |

### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
- **Winston AI:** Scans for structural rhythm inconsistencies and predictable patterns.
- **Turnitin:** Focuses on prose likelihood and detection of "AI Bypasser" tool signatures.
28 changes: 28 additions & 0 deletions adapters/antigravity-skill/SKILL.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -658,3 +658,31 @@ While Wikipedia's "Signs of AI writing" remains a primary community-maintained s

### 4. Overused "Tells" (Collective Community Observations)
- High-frequency occurrences of: "delve", "tapestry", "landscape", "at its core", "not only... but also", "in summary", "moreover", "furthermore".


## SIGNS OF AI WRITING MATRIX

The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.

| Pattern Category | Specific Signs | Wikipedia | GPTZero | Originality.ai | Copyleaks | Winston AI | Turnitin |
| :--- | :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| **Statistical** | **Low Perplexity** (Predictable word choices) | [x] | [x] | [x] | [x] | [x] | [x] |
| | **Uniform Burstiness** (Consistent rhythms) | [x] | [x] | [ ] | [x] | [x] | [ ] |
| **Stylistic** | **Repetitive Phrasing** / Sentence starts | [x] | [x] | [x] | [x] | [x] | [ ] |
| | **Lack of Emotion / Nuance / Voice** | [x] | [ ] | [x] | [x] | [x] | [ ] |
| | **Copula Avoidance** ("serves as" vs "is") | [x] | [ ] | [ ] | [ ] | [ ] | [ ] |
| | **Over-Significance / Inflation** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| **Grammar** | **Flawless / Hyper-Correct Grammar** | [x] | [x] | [ ] | [ ] | [ ] | [ ] |
| | **Tautology / Redundant Stating** | [x] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Technical** | **Factual "Fumbles" / Hallucinations** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| | **Unicode / Hidden Text Artifacts** | [ ] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |

### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
- **Winston AI:** Scans for structural rhythm inconsistencies and predictable patterns.
- **Turnitin:** Focuses on prose likelihood and detection of "AI Bypasser" tool signatures.
Comment on lines +663 to +688
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⚠️ Potential issue | 🟡 Minor

Add a blank line after the new heading to clear MD022.

Markdownlint reports missing blank lines around the heading; add an empty line after the heading.

🧹 Suggested edit 
-### Source Definitions
-- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
+### Source Definitions
+
+- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
## SIGNS OF AI WRITING MATRIX
The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.
| Pattern Category | Specific Signs | Wikipedia | GPTZero | Originality.ai | Copyleaks | Winston AI | Turnitin |
| :--- | :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| **Statistical** | **Low Perplexity** (Predictable word choices) | [x] | [x] | [x] | [x] | [x] | [x] |
| | **Uniform Burstiness** (Consistent rhythms) | [x] | [x] | [ ] | [x] | [x] | [ ] |
| **Stylistic** | **Repetitive Phrasing** / Sentence starts | [x] | [x] | [x] | [x] | [x] | [ ] |
| | **Lack of Emotion / Nuance / Voice** | [x] | [ ] | [x] | [x] | [x] | [ ] |
| | **Copula Avoidance** ("serves as" vs "is") | [x] | [ ] | [ ] | [ ] | [ ] | [ ] |
| | **Over-Significance / Inflation** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| **Grammar** | **Flawless / Hyper-Correct Grammar** | [x] | [x] | [ ] | [ ] | [ ] | [ ] |
| | **Tautology / Redundant Stating** | [x] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Technical** | **Factual "Fumbles" / Hallucinations** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| | **Unicode / Hidden Text Artifacts** | [ ] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |
### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
- **Winston AI:** Scans for structural rhythm inconsistencies and predictable patterns.
- **Turnitin:** Focuses on prose likelihood and detection of "AI Bypasser" tool signatures.
## SIGNS OF AI WRITING MATRIX
The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.
| Pattern Category | Specific Signs | Wikipedia | GPTZero | Originality.ai | Copyleaks | Winston AI | Turnitin |
| :--- | :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| **Statistical** | **Low Perplexity** (Predictable word choices) | [x] | [x] | [x] | [x] | [x] | [x] |
| | **Uniform Burstiness** (Consistent rhythms) | [x] | [x] | [ ] | [x] | [x] | [ ] |
| **Stylistic** | **Repetitive Phrasing** / Sentence starts | [x] | [x] | [x] | [x] | [x] | [ ] |
| | **Lack of Emotion / Nuance / Voice** | [x] | [ ] | [x] | [x] | [x] | [ ] |
| | **Copula Avoidance** ("serves as" vs "is") | [x] | [ ] | [ ] | [ ] | [ ] | [ ] |
| | **Over-Significance / Inflation** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| **Grammar** | **Flawless / Hyper-Correct Grammar** | [x] | [x] | [ ] | [ ] | [ ] | [ ] |
| | **Tautology / Redundant Stating** | [x] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Technical** | **Factual "Fumbles" / Hallucinations** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| | **Unicode / Hidden Text Artifacts** | [ ] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |
### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
- **Winston AI:** Scans for structural rhythm inconsistencies and predictable patterns.
- **Turnitin:** Focuses on prose likelihood and detection of "AI Bypasser" tool signatures.
🧰 Tools
🪛 markdownlint-cli2 (0.20.0)

[warning] 682-682: Headings should be surrounded by blank lines
Expected: 1; Actual: 0; Below

(MD022, blanks-around-headings)

🤖 Prompt for AI Agents 
In `@adapters/antigravity-skill/SKILL.md` around lines 663 - 688, The heading "##
SIGNS OF AI WRITING MATRIX" in SKILL.md is missing the required blank line after
it (MD022); insert a single empty line immediately following that heading so the
section starts with a blank line before the table content, ensuring the heading
and the subsequent table/content are separated (look for the exact heading
string "## SIGNS OF AI WRITING MATRIX" to locate where to add the blank line).

28 changes: 28 additions & 0 deletions adapters/antigravity-skill/SKILL_PROFESSIONAL.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -653,3 +653,31 @@ While Wikipedia's "Signs of AI writing" remains a primary community-maintained s

### 4. Overused "Tells" (Collective Community Observations)
- High-frequency occurrences of: "delve", "tapestry", "landscape", "at its core", "not only... but also", "in summary", "moreover", "furthermore".


## SIGNS OF AI WRITING MATRIX

The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.

| Pattern Category | Specific Signs | Wikipedia | GPTZero | Originality.ai | Copyleaks | Winston AI | Turnitin |
| :--- | :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| **Statistical** | **Low Perplexity** (Predictable word choices) | [x] | [x] | [x] | [x] | [x] | [x] |
| | **Uniform Burstiness** (Consistent rhythms) | [x] | [x] | [ ] | [x] | [x] | [ ] |
| **Stylistic** | **Repetitive Phrasing** / Sentence starts | [x] | [x] | [x] | [x] | [x] | [ ] |
| | **Lack of Emotion / Nuance / Voice** | [x] | [ ] | [x] | [x] | [x] | [ ] |
| | **Copula Avoidance** ("serves as" vs "is") | [x] | [ ] | [ ] | [ ] | [ ] | [ ] |
| | **Over-Significance / Inflation** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| **Grammar** | **Flawless / Hyper-Correct Grammar** | [x] | [x] | [ ] | [ ] | [ ] | [ ] |
| | **Tautology / Redundant Stating** | [x] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Technical** | **Factual "Fumbles" / Hallucinations** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| | **Unicode / Hidden Text Artifacts** | [ ] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |

### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
- **Winston AI:** Scans for structural rhythm inconsistencies and predictable patterns.
- **Turnitin:** Focuses on prose likelihood and detection of "AI Bypasser" tool signatures.
Comment on lines +658 to +683
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⚠️ Potential issue | 🟡 Minor

Fix missing blank lines around headings to satisfy MD022.

Markdownlint flags missing blank lines around the new headings; add an empty line before/after the headings to keep lint clean.

🧹 Suggested edit 
-## SIGNS OF AI WRITING MATRIX
-
-The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.
+## SIGNS OF AI WRITING MATRIX
+
+The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.
@@
-### Source Definitions
-- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
+### Source Definitions
+
+- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
🧰 Tools
🪛 markdownlint-cli2 (0.20.0)

[warning] 659-659: Headings should be surrounded by blank lines
Expected: 1; Actual: 0; Below

(MD022, blanks-around-headings)

[warning] 682-682: Headings should be surrounded by blank lines
Expected: 1; Actual: 0; Below

(MD022, blanks-around-headings)

🤖 Prompt for AI Agents 
In `@adapters/antigravity-skill/SKILL_PROFESSIONAL.md` around lines 658 - 683, Add
blank lines before and after the new headings to satisfy MD022: ensure there's
an empty line above and below "## SIGNS OF AI WRITING MATRIX" and likewise
around the "### Source Definitions" heading so each heading is separated from
surrounding content by a single blank line; update SKILL_PROFESSIONAL.md by
inserting those blank lines around those heading tokens.

28 changes: 28 additions & 0 deletions adapters/copilot/COPILOT.md
View file
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Original file line number Diff line number Diff line change
Expand Up @@ -658,3 +658,31 @@ While Wikipedia's "Signs of AI writing" remains a primary community-maintained s

### 4. Overused "Tells" (Collective Community Observations)
- High-frequency occurrences of: "delve", "tapestry", "landscape", "at its core", "not only... but also", "in summary", "moreover", "furthermore".


## SIGNS OF AI WRITING MATRIX

The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.

| Pattern Category | Specific Signs | Wikipedia | GPTZero | Originality.ai | Copyleaks | Winston AI | Turnitin |
| :--- | :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| **Statistical** | **Low Perplexity** (Predictable word choices) | [x] | [x] | [x] | [x] | [x] | [x] |
| | **Uniform Burstiness** (Consistent rhythms) | [x] | [x] | [ ] | [x] | [x] | [ ] |
| **Stylistic** | **Repetitive Phrasing** / Sentence starts | [x] | [x] | [x] | [x] | [x] | [ ] |
| | **Lack of Emotion / Nuance / Voice** | [x] | [ ] | [x] | [x] | [x] | [ ] |
| | **Copula Avoidance** ("serves as" vs "is") | [x] | [ ] | [ ] | [ ] | [ ] | [ ] |
| | **Over-Significance / Inflation** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| **Grammar** | **Flawless / Hyper-Correct Grammar** | [x] | [x] | [ ] | [ ] | [ ] | [ ] |
| | **Tautology / Redundant Stating** | [x] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Technical** | **Factual "Fumbles" / Hallucinations** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| | **Unicode / Hidden Text Artifacts** | [ ] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |

### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
Comment on lines +679 to +686
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⚠️ Potential issue | 🟡 Minor

Fix MD022: add blank line around “Source Definitions.”

markdownlint flags missing blank lines around the heading (Line 682). Add a blank line after the heading.

✏️ Suggested fix 
-### Source Definitions
-- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
+### Source Definitions
+
+- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |
### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |
### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
🧰 Tools
🪛 markdownlint-cli2 (0.20.0)

[warning] 682-682: Headings should be surrounded by blank lines
Expected: 1; Actual: 0; Below

(MD022, blanks-around-headings)

🤖 Prompt for AI Agents 
In `@adapters/copilot/COPILOT.md` around lines 679 - 686, MD022: The "Source
Definitions" heading is missing a blank line after it which violates
markdownlint; update the markdown around the "Source Definitions" heading by
inserting a single blank line immediately after the heading line (the line
containing "### Source Definitions") so there is a separation between the
heading and the following list items, ensuring the table/paragraph above remains
intact and no other lines are modified.

- **Winston AI:** Scans for structural rhythm inconsistencies and predictable patterns.
- **Turnitin:** Focuses on prose likelihood and detection of "AI Bypasser" tool signatures.
28 changes: 28 additions & 0 deletions adapters/gemini-extension/GEMINI.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -658,3 +658,31 @@ While Wikipedia's "Signs of AI writing" remains a primary community-maintained s

### 4. Overused "Tells" (Collective Community Observations)
- High-frequency occurrences of: "delve", "tapestry", "landscape", "at its core", "not only... but also", "in summary", "moreover", "furthermore".


## SIGNS OF AI WRITING MATRIX

The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.

| Pattern Category | Specific Signs | Wikipedia | GPTZero | Originality.ai | Copyleaks | Winston AI | Turnitin |
| :--- | :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| **Statistical** | **Low Perplexity** (Predictable word choices) | [x] | [x] | [x] | [x] | [x] | [x] |
| | **Uniform Burstiness** (Consistent rhythms) | [x] | [x] | [ ] | [x] | [x] | [ ] |
| **Stylistic** | **Repetitive Phrasing** / Sentence starts | [x] | [x] | [x] | [x] | [x] | [ ] |
| | **Lack of Emotion / Nuance / Voice** | [x] | [ ] | [x] | [x] | [x] | [ ] |
| | **Copula Avoidance** ("serves as" vs "is") | [x] | [ ] | [ ] | [ ] | [ ] | [ ] |
| | **Over-Significance / Inflation** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| **Grammar** | **Flawless / Hyper-Correct Grammar** | [x] | [x] | [ ] | [ ] | [ ] | [ ] |
| | **Tautology / Redundant Stating** | [x] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Technical** | **Factual "Fumbles" / Hallucinations** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| | **Unicode / Hidden Text Artifacts** | [ ] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |

### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
- **Winston AI:** Scans for structural rhythm inconsistencies and predictable patterns.
- **Turnitin:** Focuses on prose likelihood and detection of "AI Bypasser" tool signatures.
28 changes: 28 additions & 0 deletions adapters/gemini-extension/GEMINI_PRO.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -653,3 +653,31 @@ While Wikipedia's "Signs of AI writing" remains a primary community-maintained s

### 4. Overused "Tells" (Collective Community Observations)
- High-frequency occurrences of: "delve", "tapestry", "landscape", "at its core", "not only... but also", "in summary", "moreover", "furthermore".


## SIGNS OF AI WRITING MATRIX

The following matrix maps observed patterns of AI-generated text to the major detection platforms and academic resources that document them.

| Pattern Category | Specific Signs | Wikipedia | GPTZero | Originality.ai | Copyleaks | Winston AI | Turnitin |
| :--- | :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| **Statistical** | **Low Perplexity** (Predictable word choices) | [x] | [x] | [x] | [x] | [x] | [x] |
| | **Uniform Burstiness** (Consistent rhythms) | [x] | [x] | [ ] | [x] | [x] | [ ] |
| **Stylistic** | **Repetitive Phrasing** / Sentence starts | [x] | [x] | [x] | [x] | [x] | [ ] |
| | **Lack of Emotion / Nuance / Voice** | [x] | [ ] | [x] | [x] | [x] | [ ] |
| | **Copula Avoidance** ("serves as" vs "is") | [x] | [ ] | [ ] | [ ] | [ ] | [ ] |
| | **Over-Significance / Inflation** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| **Grammar** | **Flawless / Hyper-Correct Grammar** | [x] | [x] | [ ] | [ ] | [ ] | [ ] |
| | **Tautology / Redundant Stating** | [x] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Technical** | **Factual "Fumbles" / Hallucinations** | [x] | [ ] | [ ] | [x] | [ ] | [ ] |
| | **Unicode / Hidden Text Artifacts** | [ ] | [ ] | [x] | [ ] | [ ] | [ ] |
| **Advanced** | **Bypasser / Paraphraser Detection** | [ ] | [x] | [ ] | [ ] | [ ] | [x] |
| | **Semantic Conceptual Patterns** | [ ] | [ ] | [ ] | [x] | [ ] | [ ] |

### Source Definitions
- **Wikipedia:** Community-maintained "Signs of AI writing" (WikiProject AI Cleanup).
- **GPTZero:** Focuses on statistical randomness (Perplexity) and variation (Burstiness).
- **Originality.ai:** Targets content marketing spam, tautology, and technical evasion.
- **Copyleaks:** Emphasizes semantic conceptual analysis and "Stylistic Markers".
- **Winston AI:** Scans for structural rhythm inconsistencies and predictable patterns.
- **Turnitin:** Focuses on prose likelihood and detection of "AI Bypasser" tool signatures.
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