A new framework called GUIDE enhances automated bidding in digital advertising by integrating exploration with a safety fallback mechanism, improving efficiency and reducing financial risk. In real-world tests on Taobao, GUIDE achieved significant gains in ad performance metrics, indicating strong industrial applicability.