Introduction Opening: Three Narrative Strategies
Generate three distinct opening paragraphs using different narrative strategies.
WritingQualitativeQuantitative
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116 PromptsSignificance & Urgency Rhetorical Enhancement
Reframe significance from academic to societal impact with urgency.
WritingQualitativeQuantitative
Literature Review as Academic Debate
Restructure a literature review around opposing schools and debates.
WritingQualitativeQuantitative
Pivot Sentences: Literature Review → Research Gap
Write concise pivot sentences that transition to the research gap.
WritingQualitativeQuantitative
Theoretical Dialogue Positioning
Clarify the theoretical dialogue your research joins.
WritingTheoreticalQualitative
Justify Core Theoretical Perspective
Defend your chosen theory over alternatives.
WritingTheoreticalQualitative
Chapter Overview as Intellectual Journey
Rewrite chapter overview as an engaging narrative journey.
WritingQualitativeQuantitative
Devil’s Advocate Introduction Stress Test
Identify the most likely fatal flaws in an introduction.
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Foreshadowing Core Findings
Plant suspenseful hints without revealing results.
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Research Questions → Line of Inquiry
Link multiple questions into a coherent investigative line.
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Why Now? Timeliness Argument
Argue theoretical, technical, and social urgency.
WritingQualitativeQuantitative
Tailor Intro to a Virtual Reader
Transform style based on an expert reader profile.
WritingQualitativeQuantitative
Puzzle-Solving Introduction
Reconstruct an introduction around a clear academic puzzle.
WritingQualitativeQuantitative
Academic Map Positioning
Map your research within an academic landscape.
WritingTheoreticalQualitative
Tone Calibration: Confidence vs Caution
Balance critical tone toward prior work with cautious confidence.
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Introduction Conclusion: Consolidate Expectations
Write a final paragraph that restates objectives and payoffs.
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Scope Inclusion/Exclusion Criteria
Justify research scope boundaries with academic rationale.
WritingQualitativeQuantitative
Academic Promise Checklist
List all promises made in an introduction.
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Personal Motivation Narrative
Integrate a restrained personal motivation narrative.
WritingQualitativeMixed Methods
Problematize Findings (New Research Puzzle)
Turn findings into a new, deeper research puzzle.
InterpretationWritingQualitativeQuantitative
Hybrid Statistical Reasoning
Check assumptions before selecting the correct statistical test.
AnalysisQuantitativeComputational
Senior Reviewer Logic Audit
Simulate peer review to find logical gaps.
InterpretationWritingQualitativeQuantitative
LaTeX Technical Polish
Polish drafts into clean, publication-ready LaTeX.
WritingPolishingQuantitativeMixed Methods
Data Quality Assessment
Identify missing values, outliers, and preparation steps.
Data QCQuantitativeComputational
Semantic Gap Finder
Identify gaps and novelty opportunities in literature.
DesignQualitativeQuantitative
Evidence Table Synthesis
Create comparative evidence matrices for systematic reviews.
InterpretationWritingSystematic ReviewMixed Methods
Role-Based Scaffolding
Use professional roles to improve accuracy and tone.
WritingInterpretationQualitativeQuantitative
Code-to-Logic Mapping
Generate code with explanations for each step.
AnalysisQuantitativeComputational
Abstract Optimization
Distill long content into a journal-ready abstract.
WritingQualitativeQuantitative
Citation Style Few-Shot
Use example pairs to enforce strict citation formatting.
WritingQuantitativeMixed Methods
Abbreviate (LaTeX)
Syntactically compress text without losing meaning.
WritingPolishingQuantitativeTheoretical
Expand (LaTeX)
Add logical depth and flow without bloating.
WritingPolishingQuantitativeTheoretical
Deep Language Polishing (LaTeX)
Elevate writing to top-tier venue standards.
PolishingQuantitativeTheoretical
Logic and Consistency Check
Final redline review for fatal logic errors.
Peer ReviewPolishingQuantitativeTheoretical
De-AI Rewrite
Remove machine-like phrasing for a native tone.
PolishingQuantitativeTheoretical
Paper Method Figure Blueprint
Generate a detailed design blueprint for method figures.
DesignVisualizationQuantitativeComputational
Figure Caption Generator (TIDD-EC)
Generate precise, publication-ready figure captions.
WritingQuantitativeComputational
Table Caption Generator (TIDD-EC)
Generate standard academic table captions.
WritingQuantitativeComputational
Experimental Results Analysis (TIDD-EC)
Write publication-quality analysis paragraphs from results.
AnalysisWritingQuantitativeComputational
Full Paper Review (Strict Mode)
Strict, detail-oriented review based on top-tier standards.
Peer ReviewQuantitativeComputational
Figure Caption Generator (COSTAR)
Convert descriptions into publication-ready figure captions.
WritingVisualizationQuantitativeMixed Methods
Table Caption Generator (COSTAR)
Generate standard academic table captions.
WritingVisualizationQuantitativeMixed Methods
Experimental Results Analysis (COSTAR)
Interpret results and write LaTeX analysis paragraphs.
AnalysisWritingQuantitative
Full Paper Review
Strict reviewer mode analysis of a paper.
Peer ReviewQuantitativeMixed Methods
Social Media Trend Scan
Track fast-moving developments on social platforms.
DesignInterpretationQualitativeMixed Methods
Academic Deep Search
Find high-quality recent academic sources.
DesignWritingTheoreticalSystematic Review
Multimodal Transcription
Transcribe and clean audio/video content.
Data QCAnalysisQualitative
Discussion Mining
Extract insights from community discussions.
DesignInterpretationQualitativeMixed Methods
Deep Paper Summary
Summarize major points section-by-section with quotes.
DesignAnalysisTheoreticalSystematic Review
Key Quote Extraction
Extract most important insights as direct quotes.
WritingInterpretationQualitativeTheoretical
Concept Deep Explanation
Teach a concept progressively from simple to PHD level.
DesignInterpretationTheoretical
Internal Fact Check
Verify a statement against attached documents.
Peer ReviewWritingMixed MethodsSystematic Review
Novelty Assessment
Evaluate idea novelty relative to recent literature.
DesignWritingTheoretical
External Source Verification
Find sources to support or contradict claims.
WritingPeer ReviewMixed MethodsSystematic Review
Clarify Question and Analytic Target
Turn a broad question into testable aims and specify unit of analysis.
DesignQuantitativeMixed Methods
Build a Construct Map
Define constructs and align them to theory and observable indicators.
MeasuresQuantitativeMixed Methods
Measurement Options and Coding Rules
Translate indicators into measurable variables with explicit coding.
MeasuresQuantitativeMixed Methods
Analysis-Ready Variable Dictionary
Produce final variable spec with names, types, reference categories, transforms.
MeasuresQuantitativeMixed Methods
Inclusion/Exclusion and Missingness Plan
Decide analytic sample rules and defensible missing data handling.
DesignData QCQuantitativeMixed Methods
Pre-registration Draft
Generate pre-registration document from operationalization outputs.
DesignQuantitativeExperimental
Data Source Inventory
Create comprehensive data source inventory for compliance.
DesignQuantitativeMixed Methods
Privacy Risk Mapping
Assess privacy risk and identifiability of data.
DesignQuantitativeMixed Methods
IRB Alignment Checklist
Align data handling with IRB and institutional policy.
DesignQuantitativeMixed Methods
De-identification SOP
Design de-identification plan consistent with risk level.
DesignQuantitativeMixed Methods
Storage and Access Control
Set up secure storage and controlled access for research data.
DesignQuantitativeMixed Methods
Final Data Handling SOP
Package all compliance guidance into one SOP.
DesignQuantitativeMixed Methods
Baseline Model Specification Card
Document baseline model specifications before robustness checks.
AnalysisQuantitativeComputational
Assumption Audit to Diagnostic Mapping
Map assumptions to falsification and diagnostic tests.
AnalysisQuantitativeComputational
Alternative Specification Generator
Generate robustness variants of the baseline model.
AnalysisQuantitativeComputational
Heterogeneity Analysis Plan
Plan subgroup and interaction analyses.
AnalysisQuantitativeComputational
Placebo and Falsification Tests
Design tests where effect should be null.
AnalysisQuantitativeComputational
Missing Data Sensitivity Analysis
Evaluate how missingness impacts conclusions.
AnalysisQuantitativeComputational
Robustness Matrix Synthesis
Compile all robustness checks into summary matrix.
WritingQuantitativeComputational
Extract Atomic Claims
List all citeable claims in the manuscript.
WritingTheoreticalSystematic Review
Evidence Policy Definition
Define acceptable evidence and citation standards.
DesignTheoreticalSystematic Review
Claim-Source Alignment Audit
Check each claim against its cited source.
Peer ReviewTheoreticalSystematic Review
Bibliography Formatting
Format references according to style guide.
WritingTheoreticalSystematic Review
Citation Audit Log
Track citation gaps and changes.
Peer ReviewTheoreticalSystematic Review
Repository Inventory
Map complete repository structure.
Data QCQuantitativeComputational
Environment Specification
Document all environment requirements.
Data QCQuantitativeComputational
Data Provenance Documentation
Document complete data lineage.
Data QCQuantitativeComputational
Reproduction Runbook
Write step-by-step reproduction guide.
WritingQuantitativeComputational
Acceptance Criteria Manifest
Define what constitutes successful reproduction.
Data QCQuantitativeComputational
Review Triage
Classify reviewer comments by type and priority.
Peer ReviewQualitativeQuantitative
Comment-Section Mapping
Link reviewer comments to manuscript sections.
Peer ReviewQualitativeQuantitative
Revision Plan
Prioritize and plan revision tasks.
Peer ReviewQualitativeQuantitative
Response Matrix
Draft point-by-point response table.
WritingQualitativeQuantitative
Rebuttal Cover Letter
Draft cover letter for resubmission.
WritingQualitativeQuantitative
Notebook Protocol README Setup
Create the reproducible README protocol note for a NotebookLM notebook with topic, time window, inclusion/exclusion rules, and naming conventions.
DesignQualitativeQuantitative
Research Question Set + Evaluation Rubric
Frame 3 candidate research questions in different styles and select the strongest with an evaluation rubric, using NotebookLM sources.
DesignQualitativeQuantitative
Essential Subquestions Map
Generate the 10 most essential subquestions for a research topic from uploaded NotebookLM sources.
DesignQualitativeQuantitative
Source Inventory Table
Create a structured inventory table of all uploaded NotebookLM sources with type, topics, and relevance across authoritative materials, industry reviews, papers, and blog posts.
DesignData QCQualitativeQuantitative
Mega PDF Internal Index
Create an internal index for a merged multi-document PDF in NotebookLM to recover per-item granularity.
Data QCQualitativeQuantitative
Feynman Technique Teach-Back Loop
Use the NotebookLM Learning Guide and the Feynman Technique to diagnose understanding gaps through a teach-back exercise.
InterpretationQualitativeQuantitative
Deep Understanding Quiz
Generate a 12-question quiz with conceptual, application, and trick questions from NotebookLM sources.
InterpretationQualitativeQuantitative
Methods-First Evidence Extraction
Extract claims, evidence, limitations, and boundary conditions from NotebookLM sources using a senior methods reviewer persona.
AnalysisInterpretationQualitativeQuantitative
Decision Memo Extraction
Extract only decision-critical content from NotebookLM sources for a specific research goal using a ruthless PM persona.
AnalysisInterpretationQualitativeQuantitative
Conflict Clusters and Resolution Tests
Identify contradictions across NotebookLM sources, compare multi-faceted arguments and supporting evidence, and map them into conflict clusters with resolution tests.
AnalysisInterpretationQualitativeQuantitative
Blind Spots and Missing Evidence Audit
Identify missing perspectives, variables, assumptions, and counterarguments in the NotebookLM source corpus.
AnalysisInterpretationQualitativeQuantitative
Synthesis Outline with Citation Anchors
Draft a deliverable outline for a NotebookLM research project with citation anchors for each claim.
WritingInterpretationQualitativeQuantitative
Hidden Connections Finder
Surface 8 non-obvious cross-source connections in NotebookLM with hypotheses they suggest.
InterpretationQualitativeQuantitative
Attribution Stress Test
Audit a NotebookLM answer for interpretive overreach, flagging unsupported interpretations.
Peer ReviewWritingQualitativeQuantitative
Claim-to-Citation Ledger
Create a structured ledger mapping every claim in a NotebookLM draft to its supporting citations and confidence level.
Peer ReviewWritingQualitativeQuantitative
Audio Overview Scripts (3 Modes)
Generate three NotebookLM Audio Overview scripts: brief core ideas, critique and uncertainty, and debate format.
WritingQualitativeQuantitative
Mind Map Seed Structure
Propose a hierarchical mind map structure for a NotebookLM research topic with conflict and gap annotations.
InterpretationVisualizationQualitativeQuantitative
Distill to Technical Brief
Distill a NotebookLM notebook into a citation-rich technical brief suitable for the Ouroboros note-to-source conversion loop.
WritingInterpretationQualitativeQuantitative
Pre-Submission Audit
Run an ordered pre-submission audit of a manuscript, from claim alignment through a reviewer-side rejection pass.
Peer ReviewPolishingQualitativeQuantitative
Claim–Evidence Map
Extract every substantive claim from a draft into a table of claim, supporting evidence, status, and safer wording.
WritingPeer ReviewQualitativeQuantitative
Revision Altitude Ladder
Review a draft strictly from high-altitude framing down to language polish, forbidding prose polish on claims that are still unstable.
WritingPolishingQualitativeQuantitative
Citation Hygiene Scan
Scan a bibliography or manuscript for local hygiene defects such as placeholder keys, TODO markers, duplicates, and missing fields.
Peer ReviewQualitativeQuantitative
Citation Support Labeling
Label how strongly each citation actually supports the claim it's attached to, using a conservative support scale.
Peer ReviewWritingQualitativeQuantitative
Editor First-Pass Check
Assess only the title, abstract, and first paragraph the way a desk editor would on a first pass.
PolishingPeer ReviewQualitativeQuantitative
Claim-Strength Audit
Compare each draft claim against what its cited or source material actually supports, catching places where claim strength quietly escalates beyond the evidence.
WritingPeer ReviewQualitativeQuantitative
AI-Assistance Failure-Mode Self-Check
Walk an AI-assisted research artifact through a set of failure-mode checks before trusting or submitting it.
Peer ReviewData QCQualitativeQuantitative
Terminology Ledger
Build a one-name-per-concept ledger from a draft, flagging near-synonyms that could read as different concepts.
PolishingWritingQualitativeQuantitative
AI-Use Disclosure Drafter
Classify each described use of AI tools against common journal/publisher disclosure policy categories, then draft an honest disclosure statement.
WritingPeer ReviewQualitativeQuantitative