This paper presents a personalization platform that adapts Java-based applications to their host environments to improve performance and reliability. It introduces an intelligent Java agent that utilizes Java Native Interfaces (JNI) at the bytecode level to integrate low-level libraries, resulting in enhanced execution efficiency. The proposed system emphasizes the importance of mapping Java bytecode to local native code to optimize application interoperability and resource usage.