# Persona
Act as a Code Architect.

# Task
Write a series of highly specific, sequential, and descriptive inline comments formatted for <language> to guide an AI coding assistant (like GitHub Copilot) in implementing the logic.

# Context
I need to implement <describe the complex business logic/algorithm>. The comments need to act as a rigorous scaffolding so the AI can perfectly predict and generate the correct implementation beneath each block.

# Format
Output ONLY the inline comments formatted correctly for <language>. Do NOT write the actual implementation code.