universal-notes-generator

name	universal-notes-generator
description	Generates syllabus-locked, exam-ready academic notes for ANY university worldwide. Supports 12+ note formats with automatic format selection based on subject type, exam conditions, time available, and learning style. Works across all departments, disciplines, and degree programs.

Universal Academic Notes Generator

Quick Start: Provide university name + subject code/topics + exam pattern (marks/time). The skill auto-selects the best note format. Example: "Generate Cornell notes for University of Nairobi, Bachelor of Computer Science, Database Systems Unit 3: Normalization. SPPU 2019 pattern, 6 marks per topic."

Overview

Generates 100% syllabus-locked, exam-ready notes for any subject at any university. Produces structured notes with definitions, mechanism points, diagrams, tables, and examples. Calibrated for examiner checking behavior across global academic standards.

How This Skill Works with Any University

1. User provides: University name, department/discipline, subject code/name, syllabus topics or PDF, exam pattern details
2. System maps: The subject to the Universal Subject Framework (see below)
3. System selects: Optimal note format(s) based on Notes Type Selection matrix
4. System generates: Syllabus-locked notes in chosen format(s)
5. System calibrates: Depth, terminology, and structure to match the specific university's exam pattern

Example: "Generate notes for [University of Cambridge] [Computer Science] [Algorithms] [Unit 3: Sorting]"

---

1. Notes Type Selection

Choose the right note format based on these dimensions:

Dimension A — Subject Type

Subject Type	Characteristics	Recommended Formats
Theory-heavy	Law, History, Philosophy, Literature, Management	Outline, Cornell, Q&A, Summary, Detail/Explanatory
Numerical	Mathematics, Physics, Engineering, Finance, Economics	Formula Sheets, Worked Examples, Flowchart-based
Mixed	Computer Science, Chemistry, Biology, Accounting	Table-based, Mind Map, Flowchart, Cornell
Conceptual	Psychology, Sociology, Political Science, Education	Mind Map, Cornell, Q&A, Cross-subject Integration
Lab/Practical	Lab Sciences, Engineering Labs, Clinical Skills	Diagram-centric, Flowchart, Rapid Revision
Language	English, French, German, Sanskrit, Linguistics	Outline, Cornell, Table-based (grammar), Q&A

Dimension B — Exam Type

Exam Type	Strategy	Recommended Formats
Closed Book	Memory-heavy, need recall triggers	Rapid Revision, Mind Map, Cornell, Q&A
Open Book	Reference-heavy, need indexing	Detailed/Explanatory, Table-based, Formula Sheets
Online/Remote	Searchable but timed	Summary, Rapid Revision, Flowchart
MCQ-based	Fact recognition	Q&A, Rapid Revision, Table-based
Essay-based	Argument structure	Outline, Cornell, Detailed/Explanatory
Problem-based	Method application	Flowchart, Formula Sheets, Worked Examples
Viva/Oral	Quick recall	Mind Map, Rapid Revision, Q&A

Dimension C — Time Available

Timeframe	Approach	Recommended Formats
< 1 day (Cram)	High-density, memory triggers	Rapid Revision, Formula Sheets, Mind Map
1-3 days (Quick)	Prioritized coverage	Summary, Q&A, Flowchart, Cornell
1-2 weeks (Moderate)	Balanced depth	Cornell, Table-based, Outline, Diagram-centric
> 2 weeks (Comprehensive)	Deep understanding	Detailed/Explanatory, Cross-subject Integration, All formats combined

Dimension D — Purpose

Purpose	Focus	Recommended Formats
Last-minute revision	High-yield, memorizable	Rapid Revision, Formula Sheets, Q&A
First-time learning	Build understanding	Detailed/Explanatory, Outline, Mind Map
Exam preparation	Exam-aligned practice	Cornell, Q&A, Flowchart, Table-based
Assignment reference	Comprehensive coverage	Detailed/Explanatory, Cross-subject Integration
Teaching others	Clear explanation	Mind Map, Flowchart, Diagram-centric

Dimension E — Learning Style

Learning Style	Best Formats
Visual	Mind Map, Diagram-centric, Flowchart, Table-based
Verbal/Linguistic	Outline, Cornell, Detailed/Explanatory
Logical/Analytical	Flowchart, Formula Sheets, Table-based comparison
Read/Write	Cornell, Outline, Summary, Q&A
Kinesthetic	Worked Examples, Diagram-centric (draw/re-draw)

---

2. Universal Subject Framework

Every subject at any university maps to this template:

┌────────────────────────────────────────────────────────────────────┐
│  [UNIVERSITY NAME] — [DEPARTMENT] — [COURSE CODE]: [COURSE NAME] │
│  [SEMESTER/TERM] [YEAR] — [INSTRUCTOR] — [EXAM PATTERN REF]      │
├────────────────────────────────────────────────────────────────────┤
│  UNIT [N]: [UNIT TITLE]                                          │
├────────────────────────────────────────────────────────────────────┤
│                                                                     │
│  TOPIC HEADING (aligned to syllabus verbatim)                       │
│  ┌─────────────────────────────────────────────────────────────┐   │
│  │ DEFINITION / CORE CONCEPT                                   │   │
│  │ (Precise, exam-ready, examiner-friendly wording)            │   │
│  └─────────────────────────────────────────────────────────────┘   │
│                                                                     │
│  KEY POINTS / CORE NOTES                                           │
│  • Point 1 — with explanation                                      │
│  • Point 2 — with explanation                                      │
│  • Point 3 — with explanation                                      │
│                                                                     │
│  DIAGRAM / VISUAL AID (described in text or rendered)              │
│  [Description of diagram, flowchart, or figure]                    │
│                                                                     │
│  TABLE (for comparisons, classifications, or structured data)     │
│  ┌──────────┬──────────┬──────────┬──────────┐                    │
│  │ Header 1 │ Header 2 │ Header 3 │ Header 4 │                    │
│  ├──────────┼──────────┼──────────┼──────────┤                    │
│  │ Data     │ Data     │ Data     │ Data     │                    │
│  └──────────┴──────────┴──────────┴──────────┘                    │
│                                                                     │
│  EXAMPLE / APPLICATION                                             │
│  [Real-world or exam-relevant example demonstrating the concept]   │
│                                                                     │
│  EXAM TIP                                                          │
│  [How this topic is typically asked: marks, command words,         │
│   common mistakes, examiner expectations]                          │
│                                                                     │
│  [FORMAT-SPECIFIC SECTION]                                         │
│  (Cornell cues / Mind Map nodes / Flowchart steps /                │
│   Q&A pairs / Formula box / etc.)                                  │
│                                                                     │
└────────────────────────────────────────────────────────────────────┘

---

3. All Note Types / Formats

3.1 Outline Notes

Best for: Linear thinkers, first pass, theory-heavy subjects

Structure:

[UNIT N: TITLE]
  1. [TOPIC A]
      1.1 [Subtopic]
          - Key point
          - Key point
          - Example
      1.2 [Subtopic]
          - Key point
          - Key point
  2. [TOPIC B]
      2.1 [Subtopic]
          ...

3.2 Cornell Notes

Best for: Active recall, exam revision, closed-book prep

Structure:

┌────────────────────────────────┬──────────────────────────────────┐
│   CUE COLUMN                    │   NOTES COLUMN                   │
│   (Questions/Keywords)          │   (Main content)                 │
├────────────────────────────────┼──────────────────────────────────┤
│ What is [concept]?             │ Definition and explanation       │
│ Key characteristics?           │ Bullet points                    │
│ How does it differ from X?     │ Comparison                       │
│ Application?                   │ Example                          │
│ Exam tip?                      │ How to answer                    │
├────────────────────────────────┴──────────────────────────────────┤
│   SUMMARY (3-4 sentences covering the entire page)                │
└──────────────────────────────────────────────────────────────────┘

3.3 Mind Map / Concept Map Notes

Best for: Visual learners, seeing connections, brainstorming

Structure (textual representation):

                        ┌─────────────────────┐
                        │  CENTRAL CONCEPT     │
                        │  (Topic Title)       │
                        └──────────┬──────────┘
                                   │
             ┌─────────────────────┼─────────────────────┐
             │                     │                     │
    ┌────────┴────────┐  ┌────────┴────────┐  ┌────────┴────────┐
    │   BRANCH 1      │  │   BRANCH 2      │  │   BRANCH 3      │
    │ (Subtopic)      │  │ (Subtopic)      │  │ (Subtopic)      │
    └────────┬────────┘  └────────┬────────┘  └────────┬────────┘
             │                    │                     │
    ┌────────┴────────┐  ┌────────┴────────┐  ┌────────┴────────┐
    │ Leaf 1 │ Leaf 2 │  │ Leaf 1 │ Leaf 2 │  │ Leaf 1 │ Leaf 2 │
    └─────────────────┘  └─────────────────┘  └─────────────────┘

3.4 Flowchart-Based Notes

Best for: Processes, algorithms, workflows, step-by-step procedures

Structure:

┌──────────────┐
│   START      │
│ (Condition)  │
└──────┬───────┘
       │
       ▼
┌──────────────┐     YES     ┌──────────────┐
│   DECISION?  │────────────│   ACTION A   │
│              │             └──────┬───────┘
└──────┬───────┘                    │
       │ NO                         │
       ▼                            ▼
┌──────────────┐             ┌──────────────┐
│   ACTION B   │             │   ACTION C   │
└──────┬───────┘             └──────┬───────┘
       │                            │
       └──────────────┬─────────────┘
                      ▼
              ┌──────────────┐
              │    END       │
              │  (Result)    │
              └──────────────┘

Accompanied by textual explanation of each step.

3.5 Table-Based Comparison Notes

Best for: Comparing theories, methods, algorithms, classifications

Structure:

┌──────────────────┬──────────────┬──────────────┬──────────────┐
│   DIMENSION      │  OPTION A    │  OPTION B    │  OPTION C    │
├──────────────────┼──────────────┼──────────────┼──────────────┤
│ Definition       │ Text         │ Text         │ Text         │
│ Year/Origin      │ Date/Source  │ Date/Source  │ Date/Source  │
│ Key Principle    │ Description  │ Description  │ Description  │
│ Advantages       │ List         │ List         │ List         │
│ Disadvantages    │ List         │ List         │ List         │
│ Applications     │ Examples     │ Examples     │ Examples     │
│ Exam Frequency   │ High/Med/Low │ High/Med/Low │ High/Med/Low │
└──────────────────┴──────────────┴──────────────┴──────────────┘

3.6 Q&A Format Notes

Best for: Active recall, self-testing, exam preparation

Structure:

┌────────────────────────────────────────────────────────────────────┐
│ Q1: [Question as it appears in exams — exact command word usage] │
│ A1:                                                               │
│   • Point 1 with explanation                                      │
│   • Point 2 with explanation                                      │
│   • Point 3 (if marks ≤ 2, stop; if 4+ marks, add more)          │
│   • Example / Diagram reference                                   │
│   Marks: [2/4/6/8/10] — Command: [Define/Explain/Compare/...]    │
├────────────────────────────────────────────────────────────────────┤
│ Q2: [Next question]                                               │
│ A2:                                                               │
│   • ...                                                            │
└────────────────────────────────────────────────────────────────────┘

3.7 Summary Notes (Condensed)

Best for: Quick revision, last-minute review, high-density information

Structure:

┌────────────────────────────────────────────────────────────────────┐
│ [TOPIC]: 3-4 bullet points covering the entire topic              │
├────────────────────────────────────────────────────────────────────┤
│ [TOPIC]: 3-4 bullet points                                        │
├────────────────────────────────────────────────────────────────────┤
│ KEY FORMULAS / DEFINITIONS (boxed/highlighted)                     │
├────────────────────────────────────────────────────────────────────┤
│ COMMON EXAM QUESTIONS (without answers, as checklist)              │
│  Question 1                                                      │
│  Question 2                                                      │
│  Question 3                                                      │
└────────────────────────────────────────────────────────────────────┘

3.8 Detailed / Explanatory Notes

Best for: First-time learning, deep understanding, complex topics

Structure:

┌────────────────────────────────────────────────────────────────────┐
│ SECTION 1: INTRODUCTION & CONTEXT                                 │
│ • Why this topic matters (real-world relevance)                   │
│ • Prerequisites / assumed knowledge                               │
│ • Where this fits in the syllabus / broader field                 │
├────────────────────────────────────────────────────────────────────┤
│ SECTION 2: CORE CONTENT                                           │
│ • Definition (multiple angles: textbook, examiner, researcher)    │
│ • History / evolution (if relevant)                               │
│ • Detailed mechanism / working (step-by-step)                     │
│ • Mathematical derivation (if applicable)                         │
├────────────────────────────────────────────────────────────────────┤
│ SECTION 3: VARIATIONS & EDGE CASES                                │
│ • Special cases, exceptions, limitations                          │
│ • Common misconceptions                                           │
├────────────────────────────────────────────────────────────────────┤
│ SECTION 4: APPLICATIONS                                           │
│ • Real-world examples                                             │
│ • Case studies                                                    │
│ • Exam-style problem walkthroughs                                 │
├────────────────────────────────────────────────────────────────────┤
│ SECTION 5: EXAM STRATEGY                                          │
│ • How this topic is typically examined                            │
│ • Command word analysis (Define vs Explain vs Compare vs Justify) │
│ • Time allocation per question type                               │
│ • Marking scheme insight                                          │
└────────────────────────────────────────────────────────────────────┘

3.9 Formula / Equation Sheets

Best for: Math, Physics, Engineering, Finance, Chemistry

Structure:

┌────────────────────────────────────────────────────────────────────┐
│ UNIT [N]: [TITLE] — FORMULA SHEET                                 │
├────────────────────────────────────────────────────────────────────┤
│ ┌───────┬───────────────────────┬─────────────────┬────────────┐ │
│ │ #     │ FORMULA               │ VARIABLES       │ NOTES      │ │
│ ├───────┼───────────────────────┼─────────────────┼────────────┤ │
│ │ 1     │ [Equation in LaTeX]   │ a = ..., b = .. │ Derivation │ │
│ │ 2     │ [Equation in LaTeX]   │ c = ..., d = .. │ Unit check │ │
│ │ 3     │ [Equation in LaTeX]   │ e = ..., f = .. │ Special    │ │
│ └───────┴───────────────────────┴─────────────────┴────────────┘ │
│                                                                     │
│ DERIVATION NOTES (if needed):                                      │
│   Step 1 → Step 2 → Step 3 → Final                                │
│                                                                     │
│ COMMON TRAPS:                                                      │
│   • Sign errors in [specific scenario]                             │
│   • Unit conversion mistakes                                       │
│   • When NOT to use this formula                                   │
└────────────────────────────────────────────────────────────────────┘

3.10 Diagram-Centric Notes

Best for: Anatomy, Engineering drawings, Circuits, Architecture, Lab sciences

Structure:

┌────────────────────────────────────────────────────────────────────┐
│ [DIAGRAM DESCRIPTION / FIGURE REFERENCE]                          │
│                                                                    │
│   ┌──────────────────────────────────────────────────────────┐    │
│   │                     DIAGRAM BOX                          │    │
│   │  (Text description of diagram layout, or reference to   │    │
│   │   figure/illustration number in textbook)               │    │
│   └──────────────────────────────────────────────────────────┘    │
│                                                                    │
│ LABELED PARTS (with exam-relevant notes):                         │
│   Part A — Function, exam tip                                    │
│   Part B — Function, exam tip                                    │
│   Part C — Function, exam tip                                    │
│                                                                    │
│ COMMON DIAGRAM-BASED QUESTIONS:                                   │
│   1. "Draw and label [Part X]" — [Marks: 4]                      │
│   2. "Explain the working with diagram" — [Marks: 6]             │
│   3. "Compare [A] and [B] using diagrams" — [Marks: 8]           │
│                                                                    │
│ MARKING SCHEME INSIGHT:                                           │
│   • Correct diagram: 50% marks                                   │
│   • Correct labels: 30% marks                                    │
│   • Correct explanation: 20% marks                               │
└────────────────────────────────────────────────────────────────────┘

3.11 Rapid Revision Notes (One-Page Summary)

Best for: Cramming, day-before-exam, high-pressure review

Structure:

┌────────────────────────────────────────────────────────────────────┐
│  [SUBJECT] — [UNIT] — RAPID REVISION (1 page max)                │
├────────────────────────────────────────────────────────────────────┤
│                                                                     │
│  TOP 5 DEFINITIONS TO REMEMBER:                                    │
│  1. [Term] → [One-line definition]                                 │
│  2. [Term] → [One-line definition]                                 │
│  3. [Term] → [One-line definition]                                 │
│  4. [Term] → [One-line definition]                                 │
│  5. [Term] → [One-line definition]                                 │
│                                                                     │
│  TOP 5 FORMULAS / KEY POINTS:                                      │
│  1. [Formula/Point]                                                │
│  2. [Formula/Point]                                                │
│  3. [Formula/Point]                                                │
│  4. [Formula/Point]                                                │
│  5. [Formula/Point]                                                │
│                                                                     │
│  QUICK COMPARISONS (bullet format):                                │
│   • [A] vs [B]: [key diff]                                         │
│   • [C] vs [D]: [key diff]                                         │
│                                                                     │
│  EXAM PREDICTION: [Most likely question types]                     │
│  MUST KNOW: [High-priority sub-topics]                             │
│  SAFE TO SKIP: [Low-priority sub-topics] (if short on time)       │
│                                                                     │
│  MNEMONIC: [Memory aid for the unit]                               │
└────────────────────────────────────────────────────────────────────┘

3.12 Cross-Subject Integration Notes

Best for: Interdisciplinary programs, holistic understanding, advanced students

Structure:

┌────────────────────────────────────────────────────────────────────┐
│ [TOPIC] in [SUBJECT A]                                            │
├────────────────────────────────────────────────────────────────────┤
│ Core concept from Subject A perspective                           │
├────────────────────────────────────────────────────────────────────┤
│ ↓ CONNECTION                                                      │
├────────────────────────────────────────────────────────────────────┤
│ [TOPIC] in [SUBJECT B]                                            │
├────────────────────────────────────────────────────────────────────┤
│ How the same concept applies differently                          │
├────────────────────────────────────────────────────────────────────┤
│ ↓ CONNECTION                                                      │
├────────────────────────────────────────────────────────────────────┤
│ [TOPIC] in [SUBJECT C]                                            │
├────────────────────────────────────────────────────────────────────┤
│ Broader application / synthesis                                   │
├────────────────────────────────────────────────────────────────────┤
│ EXAM RELEVANCE:                                                   │
│ • Questions that bridge these subjects                            │
│ • How to structure interdisciplinary answers                      │
│ • Example: "Explain [X] and its application in [Y]"              │
└────────────────────────────────────────────────────────────────────┘

---

4. CO-Blood Framework for Any Subject

The CO-Blood framework maps Course Outcomes to Bloom's Taxonomy levels, calibrated to any university's assessment system.

4.1 The CO-Blood Matrix

┌─────────────────────────────────────────────────────────────────────────────┐
│ COURSE OUTCOME │ BLOOM'S LEVEL │ KEYWORDS                │ EXAM FORMAT      │
├────────────────┼───────────────┼─────────────────────────┼──────────────────┤
│ CO1: Remember  │ L1 — Remember │ Define, List, State,    │ MCQ, Fill-in,    │
│                │               │ Identify, Recall, Label │ Short answer (2M)│
├────────────────┼───────────────┼─────────────────────────┼──────────────────┤
│ CO2: Understand│ L2 — Understand│ Explain, Describe,     │ Short note,      │
│                │               │ Interpret, Illustrate   │ Explain (4M)     │
├────────────────┼───────────────┼─────────────────────────┼──────────────────┤
│ CO3: Apply     │ L3 — Apply    │ Apply, Solve, Use,     │ Numerical,       │
│                │               │ Demonstrate, Implement  │ Problem solving(6M)│
├────────────────┼───────────────┼─────────────────────────┼──────────────────┤
│ CO4: Analyze   │ L4 — Analyze  │ Analyze, Compare,       │ Compare/contrast, │
│                │               │ Differentiate, Examine  │ Case study (8M)  │
├────────────────┼───────────────┼─────────────────────────┼──────────────────┤
│ CO5: Evaluate  │ L5 — Evaluate │ Evaluate, Justify,      │ Justify, Criticize│
│                │               │ Criticize, Assess       │ Design problem   │
├────────────────┼───────────────┼─────────────────────────┼──────────────────┤
│ CO6: Create    │ L6 — Create   │ Design, Develop,        │ Project, Design, │
│                │               │ Construct, Propose      │ Open-ended (10M+)│
└────────────────┴───────────────┴─────────────────────────┴──────────────────┘

4.2 Applying CO-Blood to Notes

For each topic in the notes, annotate:

[TOPIC NAME] — CO2 (Understand) — L2

Content adjusts depth based on Bloom's level:
- L1: Definitions, lists, labels only
- L2: + Explanations, descriptions, examples
- L3: + Problem-solving methods, applications
- L4: + Comparisons, analyses, differentiations
- L5: + Evaluations, justifications, assessments
- L6: + Design methods, creative solutions

4.3 University-Specific CO-Blood Mapping

Different universities use different outcome frameworks:

• ABET (USA): a-k outcomes → map to Bloom's
• AACSB (Business): Standard 9 → map to Bloom's
• QAA (UK): Subject benchmark statements → map to Bloom's
• TEQSA (Australia): AQF levels → map to Bloom's
• NAAC / NBA (India): CO-PO mapping → Bloom's
• CTI (France): Compétences → Bloom's
• ANECA (Spain): Competencias → Bloom's
• DAkkA (Germany): Qualifikationsziele → Bloom's
• JABEE (Japan): Learning outcomes → Bloom's

---

5. Exam-Specific Note Versions

5.1 Closed Book (Memory-Based)

• Focus on Cornell and Mind Map formats
• Include mnemonics, memory triggers, acronyms
• Use Rapid Revision as the final layer
• Prioritize definitions and key points

5.2 Open Book (Reference-Based)

• Focus on Detailed/Explanatory and Table-based formats
• Build a personal index / table of contents
• Cross-reference formulas with problem types
• Include worked examples with step-by-step reasoning

5.3 Online / Remote Exam

• Focus on Summary and Rapid Revision (quick lookup)
• Organize by searchable headings
• Include digital bookmarks / anchor links
• Prepare answer templates for common question types

5.4 MCQ Exam

• Focus on Q&A format with single correct answer
• Include common distractors and how to avoid them
• Use Table-based comparison for similar concepts
• Rapid Revision for factual recall

5.5 Essay Exam

• Focus on Outline and Detailed/Explanatory
• Include thesis statements for each topic
• Structure arguments with evidence points
• Include counterarguments

5.6 Problem-Solving Exam

• Focus on Flowchart, Formula Sheets, Worked Examples
• Include algorithm/method templates
• Show common mistake patterns
• Include unit checking strategies

5.7 Viva / Oral Exam

• Focus on Mind Map and Q&A (spoken format)
• Include one-line definitions (for quick verbal recall)
• Prepare "explain like I'm 5" versions
• Include follow-up question predictions

---

6. University Curriculum Alignment Examples

Example 1: SPPU (India) — Computer Engineering

University: Savitribai Phule Pune University
Pattern: 2019 / 2024 Credit System
Exam Structure: 2 marks (MCQ/short), 4 marks (short note), 6 marks (explain/compare), 8 marks (justify/design)
Notes Focus: Unit-wise, CO-mapped, Bloom's-based
Best Formats: Cornell, Q&A, Table-based, Rapid Revision

Example 2: University of Cambridge (UK) — Computer Science Tripos

University: University of Cambridge
Pattern: Tripos Part IA / IB / II
Exam Structure: 2-3 hour written papers, essay + problem questions
Notes Focus: Conceptual depth, proofs, theoretical foundations
Best Formats: Detailed/Explanatory, Flowchart, Formula Sheets

Example 3: Massachusetts Institute of Technology (USA)

University: MIT
Pattern: Semester-based, letter grade
Exam Structure: Midterm + Final (problem sets, design questions)
Notes Focus: Application, problem-solving, design thinking
Best Formats: Worked Examples, Flowchart, Cross-subject Integration

Example 4: University of Tokyo (Japan)

University: University of Tokyo (東京大学)
Pattern: Semester system, written + oral exams
Exam Structure: Theory + Numerical, rigorous proofs
Notes Focus: Precision, completeness, derivations
Best Formats: Detailed/Explanatory, Formula Sheets, Outline

Example 5: ETH Zurich (Switzerland)

University: ETH Zurich
Pattern: Bachelor/Master semester system
Exam Structure: Written exams (2-4 hours), oral exams for some subjects
Notes Focus: Rigorous foundations, mathematical maturity
Best Formats: Formula Sheets, Detailed/Explanatory, Flowchart

Example 6: Indian Institutes of Technology (IITs)

University: IIT (Any)
Pattern: Semester credit system
Exam Structure: Quiz (15-20%), Midsem (30-35%), Endsem (45-50%)
Notes Focus: Problem-solving, conceptual clarity, derivations
Best Formats: Flowchart, Formula Sheets, Q&A, Summary

Example 7: University of Oxford (UK)

University: University of Oxford
Pattern: Tutorial system + Final Honour Schools
Exam Structure: Essay-based papers, problem papers (for sciences)
Notes Focus: Critical analysis, essay structure, tutorial prep
Best Formats: Cornell, Outline, Detailed/Explanatory, Cross-subject

Example 8: University of Melbourne (Australia)

University: University of Melbourne
Pattern: Melbourne Curriculum (Breadth + Depth)
Exam Structure: Subject-dependent (MCQ, essay, problem, or combination)
Notes Focus: Balanced theory-application
Best Formats: Mixed based on Notes Type Selection matrix

---

7. Note Generation Workflow

Step 1: Gather Context

User provides:
- University name
- Department / Program
- Subject code and full name
- Syllabus (PDF, text, or topics list)
- Exam pattern (marks distribution, question types)
- Desired note format(s) — or let system auto-select
- Time available / purpose

Step 2: Apply Notes Type Selection Matrix

Input: Subject Type, Exam Type, Time, Purpose, Learning Style
Output: Recommended note format(s) with priority order

Step 3: Map to Universal Subject Framework

- Parse syllabus into units and topics
- Identify Bloom's level for each topic
- Map to CO (Course Outcomes) if available, otherwise infer
- Calibrate depth based on marks allocation

Step 4: Generate Notes in Selected Format(s)

- Apply the format-specific structure
- Include definitions, explanations, examples, diagrams
- Annotate with CO-Blood levels
- Add exam-specific adjustments

Step 5: Quality Check

- Syllabus coverage: 100% aligned
- Depth: matches marks allocation
- Format: matches Notes Type Selection
- Examples: relevant and up-to-date
- Exam tips: specific to the exam pattern

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8. Command Word Mapping (Universal)

Different universities use different command words. Map them to Bloom's level:

Command Word	Bloom's Level	Expected Response Length
Define, State, List, Identify	L1 — Remember	1 sentence to 1 paragraph
Describe, Explain, Illustrate	L2 — Understand	1-2 paragraphs
Apply, Solve, Calculate, Demonstrate	L3 — Apply	Step-by-step solution
Compare, Contrast, Differentiate, Analyze	L4 — Analyze	2+ paragraphs with structure
Evaluate, Justify, Criticize, Assess	L5 — Evaluate	Multi-paragraph argument
Design, Develop, Propose, Construct	L6 — Create	Full solution with reasoning

Note: Always check the specific university's glossary of command words (e.g., UK awarding bodies vs. US rubrics vs. Indian universities may interpret the same word differently).

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9. Example Prompts

Prompt Template

Generate [note format(s)] for:
- University: [name]
- Department: [name]
- Subject: [code — name]
- Unit: [number — title]
- Topics: [list]
- Exam Type: [closed/open/online/MCQ/essay/problem/viva]
- Time Available: [x days/weeks]
- Purpose: [first-time learning / exam prep / last-minute revision]
- Learning Style (optional): [visual/verbal/logical/read-write/kinesthetic]
- Additional Instructions: [any specific requirements]

Example Prompt

Generate Cornell notes for:
- University: Stanford University
- Department: Computer Science
- Subject: CS229 — Machine Learning
- Unit: 3 — Neural Networks
- Topics: Perceptron, Activation Functions, Backpropagation
- Exam Type: Closed book (midterm)
- Time Available: 5 days
- Purpose: Exam preparation

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10. Notes Calibration by Marks

Marks Allocated	Content Depth	CO-Blood Target	Number of Points
1-2 marks	Definition, one fact	L1 — Remember	1-2 points
3-4 marks	Definition + brief explanation	L2 — Understand	3-4 points
5-6 marks	Explanation + example + diagram	L3 — Apply	4-6 points
7-8 marks	Comparison/analysis + multiple examples	L4 — Analyze	6-8 points
9-10 marks	Evaluation/justification + critical insight	L5 — Evaluate	8-10 points
10+ marks	Design/propose + comprehensive treatment	L6 — Create	Structured essay

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11. Accessibility & Inclusivity

• All note formats are screen-reader compatible
• Diagram-centric notes include detailed textual descriptions
• Color-coding instructions use patterns + text labels (not color alone)
• Mnemonic generation considers multiple languages
• Font-size and layout recommendations for printed study materials

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12. Learning Acceleration Engine — Supercharged Retention

This section integrates 25+ evidence-based learning science methods directly into the notes output. These methods accelerate learning speed and extend retention duration by engaging multiple encoding pathways simultaneously.

12A — Core Memory & Retention Techniques

Technique	How It Works	Integration in Notes
Active Recall / Retrieval Practice	Brain strengthens memory by actively retrieving info rather than rereading	Notes include Q&A pairs, blank-fill prompts, and self-test sections. Cover the right column and try to recall.
Spaced Repetition (Leitner System)	Information reviewed at increasing intervals (1d, 3d, 7d, 14d, 30d)	Notes output with review schedule: Day 1 (first study), Day 2 (recall test), Day 4 (active recall), Day 8 (weak points), Day 16 (exam simulation)
Feynman Technique	Explain concept in simple language as if teaching a child	Notes include "Explain in 1 sentence" prompts. If you can't do it simply, you haven't understood it.
Method of Loci (Memory Palace)	Attach information to spatial locations in a familiar environment	Notes include vivid location-based mnemonics. Walk through your house mentally, placing each concept in a specific room.
Chunking	Group individual pieces into meaningful 3-5 item chunks	Points are grouped into 3-5 chunks with clear chunk labels. Human working memory maxes at ~7 items.
Mnemonic Devices	Acronyms, acrostics, rhymes, songs to encode information	Each major topic has a ready-to-use mnemonic device embedded. Example: VIBGYOR for light spectrum.
Narrative Encoding / Storytelling	Information wrapped in a story structure (beginning, conflict, resolution)	Topics framed as mini-stories: problem → solution → outcome. Stories are remembered 22x more than facts.
Dual Coding	Combine visual + verbal information for dual encoding pathways	Every note MUST have a visual element (diagram, flowchart, table, timeline). Visual + text = 2 memory pathways.

12B — Study Frameworks

Framework	Method	Best For
Pomodoro Technique	25min focused study + 5min break. 4 cycles → 15-30min long break.	Sustained concentration over hours. Prevents burnout.
SQ3R / PQ4R	Preview → Question → Read → Reflect → Recite → Review	Textbook/chapter reading. Forces active processing.
Cornell Method	Split page: cues (left), notes (right), summary (bottom)	Lecture notes, chapter summaries. Best for revision.
Mind Mapping	Central concept → radiating branches (hierarchical associations)	Brainstorming, connecting related topics, overview.
Retrieval Grid	Mix questions from current + past topics in a grid format	Interleaving + spaced repetition. Fights forgetting curve.
Blurting	Write everything you know about a topic without looking at notes	Identifies knowledge gaps. Used before and after studying.

12C — Learning Science Principles in Action

Principle	What It Means	Implementation
Testing Effect	Taking a test on material produces better retention than restudying the same material	Notes end with 3 self-test questions. Answer before looking at the answer key.
Generation Effect	Generating answers yourself leads to better memory than reading them	Notes include fill-in-the-blank and "complete the explanation" prompts.
Desirable Difficulties	Making learning harder (within reason) improves long-term retention	Study the harder version first. Notes sometimes deliberately omit an obvious step for you to figure out.
Interleaving	Mixing different topics within a single study session	Notes include cross-topic connections: "How does this concept relate to [previous topic]?"
Varied Practice	Practicing the same skill under different conditions	Each concept has multiple practice contexts (theory, numerical, diagram, comparison).
Contextual Interference	Mixing similar concepts causes short-term confusion but long-term mastery	Notes group similar but distinct concepts (e.g., TCP vs UDP, SDLC vs Agile) for deliberate contrast.
Self-Explanation Effect	Explaining why a fact is true leads to deeper understanding than just noting the fact	Each numbered point includes a "Why this matters" sub-line when the concept is non-obvious.
Encoding Specificity	Memory is strongest when study context matches recall context	Notes match exam format: if exam is written, study by writing. If oral, study by speaking aloud.
Depth of Processing	Deeper processing (meaning, connections) beats shallow processing (repetition, highlighting)	No passive highlighting. Every line requires active processing: summarize, connect, apply.
Elaboration	Adding more detail and connections to new information	Notes include "Connect to: [related real-world example]" prompts.

12D — Supercharged Learning Workflow

For each unit of study, follow this cyclical workflow:

CYCLE 1 — SURVEY (30 min)
  - Preview all headings, diagrams, summaries
  - Write 3 questions you expect the material to answer
  - Set your intention: "By the end, I will be able to..."

CYCLE 2 — DEEP READ + NOTES (60-90 min)
  - Read section by section
  - Generate Cornell/Mind Map/Flowchart notes (auto-selected format)
  - After each section: pause and recall without looking

CYCLE 3 — ACTIVE RECALL (30 min)
  - Close all notes
  - Write everything you remember (Blurting technique)
  - Compare with notes → mark gaps in RED
  - Study only the gaps

CYCLE 4 — ELABORATION (30 min)
  - For each major concept: teach it aloud (Feynman Technique)
  - Connect concept to: real-world example, analogies, previous knowledge
  - Create one mnemonic device per difficult concept

CYCLE 5 — TESTING (30 min)
  - Answer the self-test questions at the end of these notes
  - Attempt past exam questions on this topic
  - Score yourself. For wrong answers: trace back to which note point you missed.

CYCLE 6 — SPACED REVIEW (ongoing)
  - Day 1: study (cycles 1-5)
  - Day 2: active recall test on Day 1 topics (5 min)
  - Day 4: spaced recall test on Day 1 + Day 2 topics (10 min)
  - Day 8: expand test to Day 1-4 topics (15 min)
  - Day 16: comprehensive test (30 min)
  - Exam eve: rapid skim of all notes (visual + mnemonics only)

12E — Bloom's Taxonomy as a Learning Accelerator

Use Bloom's levels hierarchically — never skip a level:

Level	Learning Goal	Technique
L1 — Remember	Reproduce facts, terms, definitions	Flashcards, mnemonics, spaced repetition
L2 — Understand	Explain in your own words	Feynman Technique, paraphrase each point
L3 — Apply	Use concept in a new situation	Solve a fresh problem, write a code snippet
L4 — Analyze	Break down, compare, find patterns	Comparison tables, "What if..." scenarios
L5 — Evaluate	Judge, justify, critique	Debate both sides, write a justification
L6 — Create	Produce something original	Design a system, compose a solution

Accelerator Rule: Never spend more than 20% of time on L1 (pure memorization). Spend 40% on L2-L3 (understanding + application — highest exam ROI). Spend 30% on L4-L5 (analysis + evaluation — differentiator for top grades). Spend 10% on L6 (creation — essential for design-heavy subjects).

12F — Speed-Learning Time Budgets

Time Available	Learning Strategy	Coverage Expectation
30 minutes	Rapid Survey → 3 key takeaways → 1 mnemonic per topic → self-test	1-2 main concepts at surface
1 hour	Pomodoro (2 cycles) → deep read + blurting → 5 self-questions	1 unit/module at comprehension level
2 hours	Full CYCLES 1-3 → all sections at understanding depth	1-2 units at L2-L3
4 hours	Full CYCLES 1-4 → all techniques active	2-3 units at L3-L4
8 hours	Full CYCLES 1-6 → comprehensive coverage	Entire subject at L3-L5
Emergency (1 night)	Rapid Survey + Blurting + Feynman on high-yield topics + 10 predicted questions	Must-prepare topics only, L2 level

12G — Forgetting Curve Defense

Ebbinghaus Forgetting Curve shows we forget ~50% within 1 hour and ~70% within 24 hours without review. These notes include built-in defense:

Study Event                Retention After                        Action
───────────────            ─────────────────────                  ──────
Initial study (Day 1)      100% knowledge                         Full cycles 1-5
After 1 hour               ~50% retained                          Mental recall (2 min)
After 24 hours             ~30% retained                          Active recall test (5 min)
After 7 days               ~20% retained                          Spaced review + weak-spot focus (10 min)
After 30 days              ~15% retained                          Comprehensive review + exam simulation (30 min)

Each active recall session restores retention to ~95%. Each spaced repetition extends the retention duration by ~3x.

12H — Output: Learning-Optimized Notes Format

Notes generated by this skill include a Learning Acceleration Footer:

---
LEARNING ACCELERATION
────────────────────────────
Spaced Repetition Schedule: D1 | D2 | D4 | D8 | D16
Top 3 Mnemonic Devices: [embedded in each major section]
Self-Test Questions: [3 questions after each unit]
Feynman Challenge: "Explain [topic] in one sentence"
Cross-Link: [This topic connects to Unit X — Topic Y]
Bloom Level Reached: L3 (Apply) — push to L4 by comparing with [topic Z]
---

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12I — Global & Global-South University Examples

This skill works for universities worldwide. Below are representative examples from diverse regions:

Region	University Example	Pattern Adaptation
East Africa	University of Nairobi (Kenya) — BSc Computer Science	Semester system, 70% exam + 30% continuous assessment, 3 exam questions (compulsory)
West Africa	University of Lagos (Nigeria) — Engineering	Harmattan/Rain semester, 100 marks, 3 hours, 5 questions (answer any 4)
North Africa	Cairo University (Egypt) — Medicine	Year system, written + oral + practical, Arabic/English bilingual terminology
South Asia	Bangladesh University of Engineering & Technology (BUET)	Semester system, 3 credits per subject, 3 hours, 70 marks + 30 continuous
Southeast Asia	University of the Philippines — Social Sciences	Semestral, 60% final exam, essay-based with research component
Latin America	Universidad Nacional Autónoma de México (UNAM)	Semester system, 70% exam + 30% assignments, Spanish/English bilingual terminology
Middle East	King Saud University (Saudi Arabia) — Engineering	Two-semester system, 60% final + 40% coursework, Arabic/English mixed instruction
South America	Universidade de São Paulo (USP) — Sciences	Semester system, créditos (credits), final exam + lab reports + seminars
Caribbean	University of the West Indies (UWI) — Arts & General	Semester system, 50% coursework + 50% final exam, essay-based, APA referencing

When the user provides a university from any of these regions, adapt the note format to match the region's typical assessment structure, terminology, and referencing style.

12J — Audio Summary Mode (Spoken Revision)

For students who prefer auditory learning or commute-time revision, this skill can output an audio-summary script:

### Audio Summary Script
[Duration: ~3 minutes]
[Format: Read at conversational pace. Pause between sections.]

"Welcome to the audio summary of [Unit/Topic Name].

SECTION 1 — KEY DEFINITIONS
- [Term 1] is defined as [brief definition].
- [Term 2] refers to [brief definition].
- ...

SECTION 2 — CORE CONCEPTS (3 main points)
- First, [concept 1 in one sentence].
- Second, [concept 2 in one sentence].
- Third, [concept 3 in one sentence].

SECTION 3 — MUST-REMEMBER MNEMONIC
- [Acronym/phrase] helps you recall: [point 1, point 2, point 3, ...]

SECTION 4 — SELF-TEST QUESTIONS
Pause the audio after each question. Try to answer before I do.
- Question 1: [question] — Answer: [answer]
- Question 2: [question] — Answer: [answer]
- Question 3: [question] — Answer: [answer]

This concludes the audio summary of [Topic]. Review this section again tomorrow for best retention."

To generate: append the audio script after the written notes, prefixed with ### Audio Summary Script. Students can use text-to-speech (e.g., browser TTS, mobile accessibility tools, or tts CLI) to convert to spoken audio.

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Session Config

This skill integrates with the session config system (deps/session-profile.json). Before executing, check for an existing session profile:

• If deps/session-profile.json exists, read university, subject, pattern, and exam_type fields to auto-configure the skill.
• If the file does not exist, fall back to user-provided context or prompt the user to run setup-exam-prompt (or npm run init) first.
• Session config eliminates redundant context detection — detection happens once and is reused across all skill calls.

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13. Integration with Other Skills

This notes generator works alongside:

• Answer Writer: Notes serve as input for generating exam answers
• PYQ Analyzer: PYQ analysis informs which topics get deeper notes
• IMP Topics Generator: Identifies priority topics for Rapid Revision
• Assignment Writer: Detailed notes serve as assignment reference
• Exam Paper Generator: Notes align with generated paper pattern

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End of Universal Academic Notes Generator — SKILL.md