AI Final Sprint Assistant
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About this skill
Problem
Final-term review often gets stuck on three points: many slides, unclear priorities, and uncertain exam formats. This skill focuses on concrete course materials and turns PDF, PPTX, and DOCX files into review outputs: TOP 20 high-frequency points, key chapters, core concepts, likely formulas, practice questions, and a three-day study plan.
Workflow and limits
It is triggered by practical requests such as “review machine learning” or “summarize exam points from this deck.” The main steps are:
- Material analysis: parses uploaded documents and produces a structured summary.
- Predictive questions: covers definitions, multiple-choice, short-answer, and comprehensive questions.
- Sprint planning: uses days left, daily available time, and current mastery to order tasks.
- Mock exam generation: outputs a full paper with reference answers.
Boundary notes: inputs are typically stored in uploads/, results in outputs/; parsing depends on pymupdf, python-docx, and python-pptx. It is best for short-term revision from existing decks or notes, not for long-term curriculum planning or replacing full reading of the source textbook.
Use Cases
- Use a deck or notes three days before an exam to extract high-frequency points, key chapters, and likely formulas into a concise study list.
- Review a course such as machine learning by generating definition, multiple-choice, short-answer, and comprehensive practice questions from the material.
- With three days left and only two study hours per day, generate a daily task order and sprint strategy based on current mastery.
- Create a complete mock exam with reference answers for self-testing, then check weak areas by question type.
Best For
- Undergraduate students who need to compress thick courseware into exam-point lists and memorization priorities before finals
- Instructors who want to generate practice questions from course decks and check student mastery by question type
- Self-learners preparing for certification exams or graduate admissions retakes, needing a three-day sprint plan and question-type practice
- Graduate teaching assistants who need to organize lecture notes, extract formulas and core concepts, and prepare mock exams
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