Categorized prompt templates for teaching, research, and personal productivity
"Create a comprehensive 16-week course syllabus for [COURSE TOPIC] at [LEVEL]. Include: course description, learning objectives, weekly topics, required readings, assignments (3 types), grading breakdown, and assessment rubrics. Make it align with [ACCREDITATION STANDARDS] if applicable."
"Design 3 interactive classroom activities for teaching [CONCEPT] to [STUDENT LEVEL]. Each activity should: take 15-20 minutes, promote active learning, include clear instructions, list required materials, and have measurable learning outcomes. One activity should use technology, one should be collaborative, and one should be individual-based."
"Create a [DURATION] exam for [COURSE] covering [TOPICS]. Include: 20 multiple-choice questions (varying difficulty), 5 short-answer questions, 2 essay questions, and 1 practical problem. Provide answer keys with explanations, grading rubrics for essays, and point distributions. Ensure questions test: recall (30%), comprehension (30%), application (25%), and analysis (15%)."
"Conduct a systematic literature review on [RESEARCH TOPIC] published in the last [TIME PERIOD]. For each paper: provide title, authors, year, journal, key findings, methodology, sample size, and main contributions. Identify: research gaps, contradictions in findings, most-cited works, and emerging trends. Organize by themes/subtopics."
"Based on [RESEARCH CONTEXT], generate 5 testable research hypotheses for [TOPIC]. For each hypothesis: state it in null and alternative forms, explain the theoretical foundation, suggest appropriate statistical tests, estimate required sample size, identify potential confounding variables, and propose data collection methods."
"I have [DATASET DESCRIPTION] with [N] observations and [VARIABLES]. Suggest: appropriate statistical methods, data preprocessing steps, visualization techniques, potential analyses to perform, interpretation guidelines for results, and how to report findings in a research paper. Consider [RESEARCH QUESTION]."
"Write the [SECTION: Introduction/Methods/Results/Discussion] for a research paper on [TOPIC]. Key information: [PROVIDE CONTEXT]. Follow [JOURNAL STYLE: APA/IEEE/etc]. Word limit: [N] words. Ensure: clear structure, academic tone, proper citations (provide sources), logical flow, and [SECTION-SPECIFIC REQUIREMENTS]."
"Create a complete Python machine learning pipeline for [TASK: classification/regression] using [DATASET]. Include: data loading, EDA with visualizations, preprocessing (handle missing values, scaling, encoding), feature engineering, train-test split, model training ([ALGORITHMS]), hyperparameter tuning, evaluation metrics, model comparison, and deployment code. Add detailed comments."
"Generate comprehensive documentation for this code: [PASTE CODE]. Include: function/class descriptions, parameter explanations with types, return value descriptions, usage examples, edge cases, dependencies, and potential errors. Follow [STYLE: Google/NumPy/etc] docstring format."
"Debug this code: [PASTE CODE]. Error message: [ERROR]. Identify: root cause of error, problematic lines, explain why error occurs, provide fixed code, suggest improvements to prevent similar errors, and add error handling. Also check for: logic errors, performance issues, and code smells."
"Optimize my weekly schedule. Current commitments: [LIST]. Goals: [OBJECTIVES]. Constraints: [TIME LIMITS, PREFERENCES]. Create time-blocked schedule that: maximizes deep work time, includes breaks, respects energy levels throughout day, allows flexibility, and achieves work-life balance. Suggest specific time blocks for each activity."
"Summarize these meeting notes: [NOTES]. Extract: key decisions made, action items with owners and deadlines, important discussion points, unresolved issues, follow-up required. Format as: executive summary (2-3 sentences), detailed notes organized by topic, action items table, and next steps. Make it clear and actionable."
"Write a professional email to [RECIPIENT] about [SUBJECT]. Tone: [formal/friendly/etc]. Purpose: [OBJECTIVE]. Include: clear subject line, appropriate greeting, concise message body, specific call-to-action if needed, and professional closing. Keep under [N] words. Context: [ADDITIONAL INFO]."