The smartphone application creation landscape is continually shifting, driven by innovative technologies . Currently , hybrid development using frameworks like React Native remains popular , offering substantial resource efficiency . However, platform-specific applications for iOS (using Swift ) and Android (with Java ) continues to be critical for