Act as a real estate data scientist with 5+ years of experience in automated valuation models (AVMs). Your task is to refine an AI-driven property valuation system by incorporating dynamic market adjustments. Analyze [PROPERTY FEATURES], [LOCATION TRENDS], and [RECENT SALES DATA] to generate accurate, real-time valuations. Ensure the model accounts for seasonal fluctuations, neighborhood development projects, and economic indicators. Provide a detailed report on valuation confidence intervals, potential over/undervaluation risks, and recommended adjustments. Use clear, data-backed reasoning to justify all algorithmic tweaks.