USER QUERY"What are my current vulnerabilities?"

LAYER 1: INPUT MODULES (Data Sources)

Asset Intelligence Module <ul><li>Scans and monitors:</li><ul><li>Server vulnerabilities</li><li>CVE tracking</li><li>Asset security status</li><li>Patch management</li></ul></ul>

Network Monitoring Module <ul><li>Tracks and analyzes:</li><ul><li>Network traffic</li><li>Connection status</li><li>Bandwidth usage</li><li>Security events</li></ul></ul>

Company Knowledge Module <ul><li>Stores and manages:</li><ul><li>Company policies</li><li>Procedures</li><li>Documentation</li><li>Best practices</li></ul></ul>

LAYER 2: EMBEDDING SERVICE Converts text/data into vector embeddings Using: sentence-transformers, OpenAI, etc.

LAYER 3: VECTOR DATABASES (ChromaDB)

Vulnerabilities DB Stores:<ul><li>Asset vulnerability vectors</li><li>CVE embeddings</li><li>Security status data</li></ul>

Network DB Stores:<ul><li>Network status vectors</li><li>Traffic pattern data</li><li>Connection logs</li></ul>

Company DB Stores:<ul><li>Policy embeddings</li><li>Procedure vectors</li><li>Documentation chunks</li></ul>

LAYER 4: HYBRID ROUTER Intelligent routing using:<ul><li>Keyword matching (fast)</li><li>Semantic similarity (accurate)</li></ul>

LAYER 5: LLM / COPILOT Fine-tuned LLM generates response using:<ul><li>Retrieved vector context</li><li>Company knowledge training</li></ul>