--- name: latex-rhythm-refiner description: > Post-process LaTeX project prose to improve readability through varied sentence and paragraph lengths. Removes filler phrases and unnecessary transitions while preserving all citations and semantic meaning. Use after drafting is complete, when sections read as monotonous or blocky. ---

# LaTeX Rhythm Refiner

## When to Use - After LaTeX content generation is complete - To improve prose flow and readability in academic documents - When sections feel monotonous or blocky

## When NOT to Use - During initial content drafting - For citation verification or addition - For technical/structural LaTeX fixes

## Core Principles

### 1. Preserve Citations Exactly - Every `\cite{...}` must remain in place - Citations stay attached to their original semantic context - Never move a citation to a different claim or sentence meaning

### 2. Vary Rhythm Stochastically **Sentence length**: Mix short (5-12 words), medium (13-22 words), and long (23-35 words) sentences. Avoid consecutive sentences of similar length.

**Paragraph length**: Alternate between: - Short (2-3 sentences) for emphasis or transitions - Medium (4-5 sentences) for standard exposition - Long (6-8 sentences) for complex arguments

### 3. Remove Fillers Eliminate or replace: - "in order to" → "to" - "it is worth noting that" → (delete or rephrase directly) - "due to the fact that" → "because" - "in the context of" → "in" or "for" - "a large number of" → "many" - "in spite of the fact that" → "although" - "at the present time" → "now" or "currently" - "for the purpose of" → "to" or "for"

### 4. Minimize Transitions Remove when structure already implies the relationship: - "However," / "Therefore," / "Moreover," / "Furthermore," - "As mentioned above," / "As previously discussed," - "It should be noted that" / "In this regard,"

### 5. Tighten Prose - Prefer active voice; replace vague verbs ("shows", "does", "works") with concrete ones - Replace mid-sentence em-dashes with commas, colons, or a new sentence - Use semicolons sparingly (at most one per paragraph as a rule of thumb) - Avoid repeated sentence openings across adjacent sentences ("This", "In practice", etc.) - Replace hedge stacks ("may potentially") with one qualifier - Each paragraph: one main idea, clear first sentence - Ensure figures/tables are referenced and explained in text

## Processing Workflow

### Per-Section Refinement Process one section at a time:

1. **Read** the section fully to understand context and argument flow 2. **Identify** all `\cite{...}` locations and their attached claims 3. **Map** current sentence/paragraph lengths 4. **Refine**: - Vary sentence lengths (break long chains, combine choppy sequences) - Adjust paragraph boundaries for rhythm - Strip fillers and unnecessary transitions 5. **Verify** all citations remain with their original semantic claims 6. **Output** the refined section

### Verification Checklist Before finalizing each section: - [ ] Citation count unchanged - [ ] Each citation still supports its original claim - [ ] No 3+ consecutive sentences of similar length - [ ] Paragraph lengths vary - [ ] Filler phrases removed - [ ] Unnecessary transitions eliminated - [ ] Technical accuracy preserved

## Constraints - **Do not** add, remove, or relocate citations - **Do not** change technical claims or data - **Do not** alter LaTeX commands, environments, or structure - **Do not** modify figure/table references or captions - **Do not** expand abbreviations or change terminology

--- name: latex-rhythm-refiner description: > Post-process LaTeX project prose to improve readability through varied sentence and paragraph lengths. Removes filler phrases and unnecessary transitions while preserving all citations and semantic meaning. Use after drafting is complete, when sections read as monotonous or blocky. ---

# LaTeX Rhythm Refiner

## When to Use - After LaTeX content generation is complete - To improve prose flow and readability in academic documents - When sections feel monotonous or blocky

## When NOT to Use - During initial content drafting - For citation verification or addition - For technical/structural LaTeX fixes

## Core Principles

### 1. Preserve Citations Exactly - Every `\cite{...}` must remain in place - Citations stay attached to their original semantic context - Never move a citation to a different claim or sentence meaning

### 2. Vary Rhythm Stochastically **Sentence length**: Mix short (5-12 words), medium (13-22 words), and long (23-35 words) sentences. Avoid consecutive sentences of similar length.

**Paragraph length**: Alternate between: - Short (2-3 sentences) for emphasis or transitions - Medium (4-5 sentences) for standard exposition - Long (6-8 sentences) for complex arguments

### 3. Remove Fillers Eliminate or replace: - "in order to" → "to" - "it is worth noting that" → (delete or rephrase directly) - "due to the fact that" → "because" - "in the context of" → "in" or "for" - "a large number of" → "many" - "in spite of the fact that" → "although" - "at the present time" → "now" or "currently" - "for the purpose of" → "to" or "for"

### 4. Minimize Transitions Remove when structure already implies the relationship: - "However," / "Therefore," / "Moreover," / "Furthermore," - "As mentioned above," / "As previously discussed," - "It should be noted that" / "In this regard,"

### 5. Tighten Prose - Prefer active voice; replace vague verbs ("shows", "does", "works") with concrete ones - Replace mid-sentence em-dashes with commas, colons, or a new sentence - Use semicolons sparingly (at most one per paragraph as a rule of thumb) - Avoid repeated sentence openings across adjacent sentences ("This", "In practice", etc.) - Replace hedge stacks ("may potentially") with one qualifier - Each paragraph: one main idea, clear first sentence - Ensure figures/tables are referenced and explained in text

## Processing Workflow

### Per-Section Refinement Process one section at a time:

1. **Read** the section fully to understand context and argument flow 2. **Identify** all `\cite{...}` locations and their attached claims 3. **Map** current sentence/paragraph lengths 4. **Refine**: - Vary sentence lengths (break long chains, combine choppy sequences) - Adjust paragraph boundaries for rhythm - Strip fillers and unnecessary transitions 5. **Verify** all citations remain with their original semantic claims 6. **Output** the refined section

### Verification Checklist Before finalizing each section: - [ ] Citation count unchanged - [ ] Each citation still supports its original claim - [ ] No 3+ consecutive sentences of similar length - [ ] Paragraph lengths vary - [ ] Filler phrases removed - [ ] Unnecessary transitions eliminated - [ ] Technical accuracy preserved

## Constraints - **Do not** add, remove, or relocate citations - **Do not** change technical claims or data - **Do not** alter LaTeX commands, environments, or structure - **Do not** modify figure/table references or captions - **Do not** expand abbreviations or change terminology

--- name: latex-rhythm-refiner description: > Post-process LaTeX project prose to improve readability through varied sentence and paragraph lengths. Removes filler phrases and unnecessary transitions while preserving all citations and semantic meaning. Use after drafting is complete, when sections read as monotonous or blocky. ---

# LaTeX Rhythm Refiner

## When to Use - After LaTeX content generation is complete - To improve prose flow and readability in academic documents - When sections feel monotonous or blocky

## When NOT to Use - During initial content drafting - For citation verification or addition - For technical/structural LaTeX fixes

## Core Principles

### 1. Preserve Citations Exactly - Every `\cite{...}` must remain in place - Citations stay attached to their original semantic context - Never move a citation to a different claim or sentence meaning

### 2. Vary Rhythm Stochastically **Sentence length**: Mix short (5-12 words), medium (13-22 words), and long (23-35 words) sentences. Avoid consecutive sentences of similar length.

**Paragraph length**: Alternate between: - Short (2-3 sentences) for emphasis or transitions - Medium (4-5 sentences) for standard exposition - Long (6-8 sentences) for complex arguments

### 3. Remove Fillers Eliminate or replace: - "in order to" → "to" - "it is worth noting that" → (delete or rephrase directly) - "due to the fact that" → "because" - "in the context of" → "in" or "for" - "a large number of" → "many" - "in spite of the fact that" → "although" - "at the present time" → "now" or "currently" - "for the purpose of" → "to" or "for"

### 4. Minimize Transitions Remove when structure already implies the relationship: - "However," / "Therefore," / "Moreover," / "Furthermore," - "As mentioned above," / "As previously discussed," - "It should be noted that" / "In this regard,"

### 5. Tighten Prose - Prefer active voice; replace vague verbs ("shows", "does", "works") with concrete ones - Replace mid-sentence em-dashes with commas, colons, or a new sentence - Use semicolons sparingly (at most one per paragraph as a rule of thumb) - Avoid repeated sentence openings across adjacent sentences ("This", "In practice", etc.) - Replace hedge stacks ("may potentially") with one qualifier - Each paragraph: one main idea, clear first sentence - Ensure figures/tables are referenced and explained in text

## Processing Workflow

### Per-Section Refinement Process one section at a time:

1. **Read** the section fully to understand context and argument flow 2. **Identify** all `\cite{...}` locations and their attached claims 3. **Map** current sentence/paragraph lengths 4. **Refine**: - Vary sentence lengths (break long chains, combine choppy sequences) - Adjust paragraph boundaries for rhythm - Strip fillers and unnecessary transitions 5. **Verify** all citations remain with their original semantic claims 6. **Output** the refined section

### Verification Checklist Before finalizing each section: - [ ] Citation count unchanged - [ ] Each citation still supports its original claim - [ ] No 3+ consecutive sentences of similar length - [ ] Paragraph lengths vary - [ ] Filler phrases removed - [ ] Unnecessary transitions eliminated - [ ] Technical accuracy preserved

## Constraints - **Do not** add, remove, or relocate citations - **Do not** change technical claims or data - **Do not** alter LaTeX commands, environments, or structure - **Do not** modify figure/table references or captions - **Do not** expand abbreviations or change terminology

--- name: latex-rhythm-refiner description: > Post-process LaTeX project prose to improve readability through varied sentence and paragraph lengths. Removes filler phrases and unnecessary transitions while preserving all citations and semantic meaning. Use after drafting is complete, when sections read as monotonous or blocky. ---

# LaTeX Rhythm Refiner

## When to Use - After LaTeX content generation is complete - To improve prose flow and readability in academic documents - When sections feel monotonous or blocky

## When NOT to Use - During initial content drafting - For citation verification or addition - For technical/structural LaTeX fixes

## Core Principles

### 1. Preserve Citations Exactly - Every `\cite{...}` must remain in place - Citations stay attached to their original semantic context - Never move a citation to a different claim or sentence meaning

### 2. Vary Rhythm Stochastically **Sentence length**: Mix short (5-12 words), medium (13-22 words), and long (23-35 words) sentences. Avoid consecutive sentences of similar length.

**Paragraph length**: Alternate between: - Short (2-3 sentences) for emphasis or transitions - Medium (4-5 sentences) for standard exposition - Long (6-8 sentences) for complex arguments

### 3. Remove Fillers Eliminate or replace: - "in order to" → "to" - "it is worth noting that" → (delete or rephrase directly) - "due to the fact that" → "because" - "in the context of" → "in" or "for" - "a large number of" → "many" - "in spite of the fact that" → "although" - "at the present time" → "now" or "currently" - "for the purpose of" → "to" or "for"

### 4. Minimize Transitions Remove when structure already implies the relationship: - "However," / "Therefore," / "Moreover," / "Furthermore," - "As mentioned above," / "As previously discussed," - "It should be noted that" / "In this regard,"

### 5. Tighten Prose - Prefer active voice; replace vague verbs ("shows", "does", "works") with concrete ones - Replace mid-sentence em-dashes with commas, colons, or a new sentence - Use semicolons sparingly (at most one per paragraph as a rule of thumb) - Avoid repeated sentence openings across adjacent sentences ("This", "In practice", etc.) - Replace hedge stacks ("may potentially") with one qualifier - Each paragraph: one main idea, clear first sentence - Ensure figures/tables are referenced and explained in text

## Processing Workflow

### Per-Section Refinement Process one section at a time:

1. **Read** the section fully to understand context and argument flow 2. **Identify** all `\cite{...}` locations and their attached claims 3. **Map** current sentence/paragraph lengths 4. **Refine**: - Vary sentence lengths (break long chains, combine choppy sequences) - Adjust paragraph boundaries for rhythm - Strip fillers and unnecessary transitions 5. **Verify** all citations remain with their original semantic claims 6. **Output** the refined section

### Verification Checklist Before finalizing each section: - [ ] Citation count unchanged - [ ] Each citation still supports its original claim - [ ] No 3+ consecutive sentences of similar length - [ ] Paragraph lengths vary - [ ] Filler phrases removed - [ ] Unnecessary transitions eliminated - [ ] Technical accuracy preserved

## Constraints - **Do not** add, remove, or relocate citations - **Do not** change technical claims or data - **Do not** alter LaTeX commands, environments, or structure - **Do not** modify figure/table references or captions - **Do not** expand abbreviations or change terminology