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AI High-Level Design (HLD) Conceptual Foundation

This document provides the minimum conceptual foundation required to understand and design AI systems at the High-Level Design (HLD) level. It prioritizes intuition, purpose, architecture, and trade-offs over deep mathematical implementation.

HLD-level simplification: Throughout this document, complex ML mechanics are intentionally simplified to focus on system architecture and design implications.