📘 Assessment Structure
This assessment combines AI-assisted evaluation and human academic review.
✔ AI provides logical analysis and technical scoring.
✔ Human lecturer remains final authority.
✔ Practical reasoning is prioritized over memorization.
🧪 Scenario 1 — Banking Login Attack
A banking system login page fails to validate user input properly. An attacker attempts SQL injection.
🤖 AI ANALYSIS:
- SQL injection understanding
- Authentication bypass reasoning
- Defense mechanism evaluation
Status: Pending AI evaluation
👨🏫 HUMAN REVIEW:
Lecturer validates technical depth and reasoning quality.
🧪 Scenario 2 — Social Media Account Takeover
A user enters credentials into a fake phishing page.
🤖 AI CHECKS:
- Phishing awareness
- Credential theft analysis
- Attack chain understanding
👨🏫 HUMAN REVIEW:
Human confirms whether the student understands the full attack process.
🧪 Scenario 3 — File Upload Compromise
A website accepts uploads without validating file type or execution permissions.
🤖 AI CHECKS:
- File upload vulnerabilities
- Web shell awareness
- Server compromise reasoning
👨🏫 HUMAN REVIEW:
Lecturer verifies understanding of server-level security risks.
🧪 Scenario 4 — Public Wi-Fi Session Hijacking
A user logs into a system using insecure public Wi-Fi.
🤖 AI CHECKS:
- Session security understanding
- Cookie protection knowledge
- HTTPS awareness
👨🏫 HUMAN REVIEW:
Human confirms reasoning depth and cybersecurity awareness.
🧪 Scenario 5 — Search Bar XSS Attack
A search bar reflects user input directly into the webpage without sanitization.
🤖 AI CHECKS:
- XSS understanding
- Browser-side impact reasoning
- Input sanitization awareness
👨🏫 HUMAN REVIEW:
Lecturer validates correctness of attack analysis.
📊 Hybrid Grading System
🤖 AI EVALUATION:
- Concept understanding
- Technical reasoning
- Defense knowledge
- Attack awareness
Output: Suggested performance level
👨🏫 HUMAN FINAL AUTHORITY:
- Lecturer reviews all responses
- AI remains advisory only
- Final academic decision belongs to human examiner
✔ Maintains certification standards
✔ Prevents AI grading errors
✔ Ensures academic integrity