AI Security

What is AI

• Machiens that have an artificial neural network inspired by the human brain to solve complex problem

The perception

• Fundamental building block of Neural Network

  • Inputs (x)

Tokenization

• To get data into model (neural networks), the first step is to convert the text into numbers

• This is called tokenization

Embedding

• Embedding capture the relationships between words as numbers

• Each token has an array of parameters

• A parameter is a value between 0-1

• Each parameter represents an attribute

LLM

• LLMs are based on the transformer architecture, introduced in 2017 by google resarch in a papaer called "Attention is All you Need"

Threat Landscape

• OWASP GenAI Security Project

• MITRE ATLAS

• Model Context Protocol

Cisco AI Defense

Emerging Technology

Reference

• Agntcy