To ensure relevance, I engineered a complex scoring algorithm—iterated through natural language prompts—that weighs user behavior, declared interests, and negative filtering. A key technical breakthrough was the "Geographic Context Scoring" engine, which I designed conceptually to penalize "false positives" (e.g., differentiating Encino, CA from Encino, OH) and directed the AI to implement logically.