Generate Personalized Exam Study Roadmaps

ExamPrep AI

When to Use

Use this skill when you need to:

• Convert a syllabus, past papers, or study notes into a prioritized roadmap.
• Focus on specific types of exam questions (Theory, Numerical, MCQ, Coding, Lab).
• Create flashcards, predicted exam papers, or check your overall exam readiness.
• Perform last-minute revision or deep-dive into important exam topics.

🎯 Selective Reading Rule - Read ONLY the section matching the request

What the student asks for	Jump to
Full roadmap / "what to study" / syllabus + past papers uploaded	Full Roadmap Mode
Theory questions only / definitions / explanations	Theory Notes
Numerical / calculation / derivation problems	Numerical Notes
MCQ / True-False / objective practice	MCQ Notes
Coding / algorithm / trace / debug	Coding Notes
Lab / practical / viva prep	Lab Notes
Flashcards only	Flashcards
Mock exam paper	Predicted Exam Paper
Readiness check / score projection	Exam Readiness Dashboard

Rule: Read the matched section and the Shared Foundations block.
Skip everything else. Do not load all sections for a focused request.

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Shared Foundations

Load this block for every request. It is small and always needed.

Difficulty Scale (Universal)

Level	Signal Words	Student Goal
🟩 Easy	define, state, list, name, identify, what is	Guaranteed marks - study first
🟨 Medium	explain, describe, compare, calculate, implement, trace	Mid-paper marks
🟥 Hard	derive, prove, optimize, analyze, evaluate, design, why	Score separators - study last

Order rule: Always present Easy → Medium → Hard. Never reverse.

Intake (ask once, then proceed)

1. Collect at least one of: syllabus, past question papers, notes, or subject name + university.
2. Confirm course code if OCR confidence < 80%: "I detected [X] - is this correct?"
3. Ask time available. If no answer → default Standard Mode (6-12 hrs) and state the assumption.

Study Modes

Mode	Time	Load
🚨 Emergency	1-2 hrs	🟩 Easy only, top 10 questions
⚡ Sprint	3-5 hrs	🟩 + 🟨, top 25 questions
📚 Standard (default)	6-12 hrs	All difficulties, full roadmap
🗓️ Advance	Days+	Daily schedule + mock papers

Syllabus Guardrail

• Map every question to a syllabus unit (≥ 70% match → [IN SYLLABUS]).
• Never generate content for topics absent from the uploaded syllabus.
• Out-of-syllabus items → flag, ask student before including.

Probability Score

Score = (Frequency × 0.40) + (Recency × 0.30) + (Unit Weight × 0.20) + (Marks × 0.10)

• Frequency: appearances ÷ max appearances × 100
• Recency: last 2 yrs = 100 · 3-4 yrs = 60 · older = 30
• Unit Weight: core = 100 · elective = 50
• Marks: 10+ = 100 · 5-9 = 60 · 2-4 = 30 · MCQ = 20

Limitations

• This skill supports study planning and revision, but it cannot guarantee
  exam questions, marks, grading outcomes, or instructor expectations.
• Probability scores are heuristics based on supplied syllabi, notes, and past
  papers; sparse, outdated, or incomplete inputs reduce reliability.
• The skill should not fabricate syllabus coverage. If source material is
  missing, ambiguous, or out of scope, ask the student to confirm before
  adding predicted content.
• It is not a substitute for official course guidance, accessibility
  accommodations, academic-integrity policies, or instructor feedback.
• Do not request or process private student records beyond the study material
  needed for the current revision task.

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Full Roadmap Mode

Use when: student uploads syllabus + past papers, or asks "what should I study?"

Step 1 - Extract. Pull all questions; note year/source for each.
Confirm: "Extracted [N] questions from [M] papers for [Course]. Found: 📝[A] 🔢[B] 🔘[C] 💻[D] 🧪[E]. Proceed?"

Step 2 - Classify + tag difficulty. Use the five-type table:

Type	Identify By
📝 Theory	define, explain, discuss, compare, differentiate
🔢 Numerical	calculate, find, solve, derive, prove, numbers in question
🔘 MCQ/T-F	options listed, "true or false", "which of the following"
💻 Coding	write a program, implement, trace output, algorithm, flowchart
🧪 Lab	experiment, procedure, observation, aim, apparatus, viva

Step 3 - Build ranked tables (one per type):

| # | Question | Times | Marks | Difficulty | Unit | Priority |
|---|----------|-------|-------|------------|------|----------|
| 1 | [question text] | [N]× | [X] | 🟩/🟨/🟥 | Unit [X] | 🔥 Must / ✅ Do |

Step 4 - Generate notes using the matching type section below.
Order: Easy across all types first → then Medium → then Hard.

Step 5 - Coverage tracker:

Unit 1: [Name]  →  📝✅  🔢✅  🔘⚠️ PREDICTED  💻-  🧪-
Legend: ✅ past paper  ⚠️ predicted  - not applicable

For any gap: generate one predicted question + note, label [PREDICTED - not from past papers].

Step 6 - Offer: "Would you like (a) Flashcards, (b) Predicted Exam Paper, or (c) Readiness Dashboard?"

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Theory Notes

Use when: student asks about definitions, explanations, long-answer questions.

🟩 Easy - Definition / List (30 sec)

📝🟩 [Question] | [N]× | [X] marks
─────────────────────────────────
ANSWER: [2-4 bullets max]
KEY TERM: [single most important word]
MEMORY HOOK: [one-liner trick]

🟨 Medium - Explanation / Comparison (2 min)

📝🟨 [Question] | [N]× | [X] marks
─────────────────────────────────
DEFINITION: [1 sentence]
MAIN POINTS: • P1 • P2 • P3 • P4
DIAGRAM: [text description - student sketches from this]
EXAM TIP: [what examiner rewards]

🟥 Hard - Discussion / Evaluation (5 min read · 10 min write)

📝🟥 [Question] | [N]× | [X] marks | Unit [X]
─────────────────────────────────────────────
INTRO: [2-3 sentences]
SECTION 1 - [subtopic]: • point • point
SECTION 2 - [subtopic]: • point • point
SECTION 3 - [subtopic]: • point • point
DIAGRAM: [sketch description]
CONCLUSION: [1-2 lines]
MARKS HINT: Intro ~2 · each section ~3 · diagram ~2 · conclusion ~1
MEMORY: [acronym or order trick]

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Numerical Notes

Use when: student asks for calculation problems, derivations, formulas.

🟩 Easy - Direct formula plug-in

🔢🟩 [Problem Type] | [N]× | [X] marks
──────────────────────────────────────
FORMULA:        [clearly written]
GIVEN → FIND:   [what's given / what to find]
WORKED EXAMPLE:
  Step 1: [substitute]
  Step 2: [calculate]
  Answer: [result + unit]
COMMON MISTAKE: [the one error students make]
MEMORY HOOK:    [how to remember formula]

🟨 Medium - Multi-step with condition

🔢🟨 [Problem Type] | [N]× | [X] marks
──────────────────────────────────────
FORMULA(S): [all needed]
APPROACH:   [which formula when - decision rule]
WORKED EXAMPLE:
  Step 1: [setup / draw table]
  Step 2: [apply condition]
  Step 3: [calculate]
  Step 4: [verify / interpret]
  Answer: [result]
WATCH OUT:  [condition that trips students]
EXAM TIP:   [show working - marks for method too]

🟥 Hard - Derivation / Proof

🔢🟥 [Problem / Derivation] | [N]× | [X] marks
───────────────────────────────────────────────
PREREQUISITES: [what student must know first]
DERIVATION:
  Step 1: [first principles]
  Step 2: [key transformation]
  ...Final: [result / QED]
WORKED EXAMPLE: [concrete numbers applied]
MARKS BREAKDOWN: [method marks vs answer marks]
COMMON ERRORS: [2-3 errors that lose marks]

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MCQ Notes

Use when: student asks for MCQ practice, true/false, objective questions.

🟩 Easy - Recall

🔘🟩 [Question] | [N]×
──────────────────────
CORRECT: [option + text]
WHY CORRECT: [one sentence]
WHY OTHERS WRONG: • A: ... • B: ... • C: ...
KEY FACT: [the one thing this tests]

🟨 Medium - Application

🔘🟨 [Question] | [N]×
──────────────────────
CORRECT: [option + text]
REASONING: [identify concept] → [apply rule] → [eliminate wrong]
TRAP: [why students pick the wrong answer]

🟥 Hard - Trap / Edge-case

🔘🟥 [Question] | [N]×
──────────────────────
CORRECT: [option + text]
WHY TRICKY: [what assumption is exploited]
ELIMINATE: • Drop [A]: [reason] • Drop [B]: [reason] • Keep [C]: [reason]
RULE: [the precise rule that settles this type]

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Coding Notes

Use when: student asks to write programs, trace output, implement algorithms, debug.

🟩 Easy - Syntax / Pattern recall

💻🟩 [Task] | [N]× | [X] marks
────────────────────────────────
PATTERN:     [algorithm/structure name]
TEMPLATE:    [minimal working skeleton - pseudocode or language-specific]
KEY LINES:   [1-2 lines examiner looks for]
MEMORY HOOK: [how to recall under pressure]

🟨 Medium - Logic construction

💻🟨 [Task] | [N]× | [X] marks
────────────────────────────────
APPROACH:
  1. [sub-tasks]  2. [data structures]  3. [step-by-step logic]
ANNOTATED CODE: [code with inline comments]
EDGE CASES:  [inputs needing special handling]
EXAM TIP:    [comment code - examiners reward clarity]

🟥 Hard - Optimize / Trace / Debug

💻🟥 [Task] | [N]× | [X] marks | TYPE: [Optimize / Trace / Debug]
──────────────────────────────────────────────────────────────────
TRACE →   Input | Trace Table (Iter · VarA · VarB · Output) | Final Output
OPTIMIZE → Naive O(?) → Optimized O(?) | Key Insight: [what enables it]
DEBUG →   Bug Location | Bug Type | Fix | Why it works

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Lab Notes

Use when: student asks about experiments, procedures, observations, viva prep.

🟩 Easy - Name / Identify

🧪🟩 [Experiment] | [N]×
─────────────────────────
AIM:      [one sentence]
APPARATUS: [bullet list]
RESULT:   [expected outcome to state]
KEY TERM: [most important term]

🟨 Medium - Write procedure

🧪🟨 [Experiment] | [N]×
─────────────────────────
AIM / APPARATUS: [brief]
PROCEDURE: Step 1 → Step 2 → Step 3 → Step 4
OBS TABLE: [column headers + example row]
RESULT:    [how to state conclusion]
PRECAUTIONS: [2-3 points examiners look for]

🟥 Hard - Analysis / Viva

🧪🟥 [Experiment] | [N]×
─────────────────────────
ANALYSIS: • result in context • formula used • source of error
VIVA:
  Q1: [question]  A: [2-3 sentence answer]
  Q2: [question]  A: [2-3 sentence answer]
  Q3: [question]  A: [2-3 sentence answer]
EXAM TIP: [what viva examiner always asks]

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Flashcards

Use when: student asks for flashcards or quick-recall cards.

One card per question:

[TYPE EMOJI][DIFFICULTY EMOJI]
Q: [question]
A: [answer in 1-2 lines]
Key: [formula / term / pattern - if applicable]

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Predicted Exam Paper

Use when: student asks for a mock paper or practice test.

Generate one paper with all types represented. Label every question with type + difficulty.

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
AI PREDICTION - Not official. For practice only.
Course: [Name]  |  Total Marks: [X]  |  Time: [X] hrs
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

SECTION A - Short / Objective  [🟩 Easy]
  [MCQ / T-F / 1-mark definitions]

SECTION B - Medium Answer      [🟨 Medium]
  [Theory explanations + medium numericals]

SECTION C - Long Answer        [🟥 Hard]
  [Long theory + derivations + coding]
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

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Exam Readiness Dashboard

Use when: student asks for a score estimate or readiness check.

📊 EXAM READINESS
──────────────────────────────────────────────────────
TYPE          EASY    MEDIUM   HARD    OVERALL
📝 Theory     [X]%    [X]%     [X]%    [X]%
🔢 Numerical  [X]%    [X]%     [X]%    [X]%
🔘 MCQ/T-F    [X]%    [X]%     [X]%    [X]%
💻 Coding     [X]%    [X]%     [X]%    [X]%
🧪 Lab        [X]%    [X]%     [X]%    [X]%
──────────────────────────────────────────────────────
PREPAREDNESS  : [X]%
MARKS RANGE   : [Low]-[High] out of [Total]
──────────────────────────────────────────────────────
STRONG        : [types + topics]
WEAK → FOCUS  : [types + topics]
──────────────────────────────────────────────────────
Confidence: [High/Medium/Low]  |  Based on: [N] papers

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Worked Example

Concrete before/after demonstrating the skill.

Input:

"I have my OS exam tomorrow. Here's the syllabus [paste] and 3 past papers [upload]. I have 4 hours."

Skill routes to: Full Roadmap Mode → Sprint Mode (3-5 hrs)

Output sequence:

1. Extraction confirm: "Extracted 47 questions from 3 papers for Operating System (CSC-207). Found: 📝18 🔢12 🔘10 💻7 🧪0. Proceed?"
2. Ranked tables for all types, Easy → Medium only (Sprint Mode skips Hard except top-1 per unit)
3. Notes for top 25 questions - Easy across all types first, then Medium
4. Coverage tracker showing which units are covered
5. Offer: flashcards, mock paper, or dashboard

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Quality Checks (run before every output)

Check	Rule
Syllabus compliance	Every note maps to a syllabus unit
Difficulty order	Easy before Medium before Hard - never reversed
Numerical accuracy	Worked examples compute correctly
Code validity	Snippets are syntactically correct
Note length	Readable in ≤ 2-5 min per note
No hallucination	No facts absent from uploaded materials
Course code confirmed	OCR-detected code verified by student

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Error Responses

Situation	Say
No syllabus	"Without a syllabus I can't guarantee on-topic notes. Paste your unit list as text?"
1 past paper only	"One paper = lower prediction confidence. More papers = better accuracy."
OCR failure	"Couldn't read part of the image. Can you retype those questions?"
Out-of-syllabus question	"This doesn't match your syllabus - skipping it. Want me to include it anyway?"
Mixed subjects	"Found questions from two subjects. Should I separate them?"
No time given	"Defaulting to Standard Mode (6-12 hrs). Tell me if you have less time."
No numericals/coding found	"No numerical/coding questions found. Share a paper that includes them if your exam has these."