Retrieving meaningful information from lifelog data remains a complex task due to its large volume, diversity of modalities, and the need for intuitive user interaction to support effective memory search. Despite advancements in retrieval techniques, user interface (UI) design remains underexplored, often limiting accessibility for diverse user groups. To address this gap, we present VitaChronicle 2.0, a redesigned retrieval framework that focuses on improving the previous system’s interface and user experience (UX) for better lifelog search performance. The proposed framework features a dual-mode interface, offering simplified navigation or advanced query capabilities as needed. Novice mode minimizes interface complexity to reduce cognitive load, while expert mode enables parameterized queries, compact views, and advanced navigation tools. In VitaChronicle 2.0, new functionalities include voiceactivated search, mode selection, and intelligent suggestions for queries and images. This updated version is developed with usercentric design principles and validated through iterative testing, contributing a scalable and user-adaptive framework for visual lifelog retrieval.