Problem Definition and Requirements Gathering

Welcome to the "AI Threat Detection: Design an AI system to identify potential network intrusions" challenge!

Your task is to design and build an AI-powered solution that addresses the following problem:

Create an advanced AI-powered solution that ai threat detection: design an ai system to identify potential network intrusions. This challenge pushes the boundaries of what's possible with modern AI technologies, requiring innovative approaches and thoughtful implementation.

Let's start by clearly defining the problem space and gathering requirements:

1. **Problem Analysis**: Break down the core problem this challenge aims to solve. What are the pain points? Who are the primary users? What are the current limitations in existing solutions?

2. **User Requirements**: Define the key user requirements for your solution:
   - Primary use cases and user scenarios
   - Essential features and functionalities
   - Performance expectations
   - User interface/experience requirements

3. **Technical Requirements**: Identify the technical aspects:
   - AI/ML capabilities needed
   - Data requirements and sources
   - Integration points with existing systems
   - Scalability and performance targets

4. **Success Criteria**: Define what success looks like:
   - Key performance indicators (KPIs)
   - User satisfaction metrics
   - Business impact measurements
   - Technical benchmarks

Please provide a comprehensive analysis addressing each of these points. This will form the foundation for your solution design.