Understand Requirements

Analyze QA Points

Design LLM Logic

Apply Boolean Rules

Azure Implementation

Generate Python Code

Validation Pass?

Revise Logic

Deploy Rule

Monitor in Production

Updates Needed?

Modify Rules

End

Business Analysis

Logic Design

Technical Phase

Validation Cycle

Production

Start

End