# AI vs Traditional Application Attack Surface

> Compare the attack surfaces of traditional web applications and modern AI systems. Understand how probabilistic models expand the threat landscape beyond classic vulnerabilities.

Canonical: https://codelivly.com/rooms/ai-vs-traditional-application-attack-surface
Last updated: 2026-10-07

| | |
|---|---|
| Level | Beginner |
| Category | Cybersecurity |
| Lessons | 3 |
| Estimated time | 30 min |
| XP | 100 |

This module provides a comprehensive comparison between traditional web application attack surfaces and the expanded, complex attack surface of AI-driven applications. You will learn how the shift from deterministic code to probabilistic natural language processing introduces entirely new vulnerability classes. By mapping traditional components (like databases and app logic) to their AI counterparts (like vector stores and orchestration layers), you will be equipped to identify blind spots and apply hybrid defense strategies that secure both the code and the model.

## Lessons

1. Why AI Attack Surfaces Break Traditional Security Assumptions (30 min)
2. Non-Deterministic Behavior as a Security Challenge (30 min)
3. Natural Language as an Attack Vector (30 min)

## Related

- [Learning path: AI Application Architecture and Attack Surface](https://codelivly.com/learning-paths/ai-application-architecture-and-attack-surface)
- [All rooms](https://codelivly.com/rooms)