Worked on enhancing reliability and reproducibility in Android virtualization and kernel fuzzing workflows. In the google/android-cuttlefish repository, developed build script improvements using Bash and Shell to robustly handle HTTP proxy environment variables, ensuring network stability during builds and preventing failures from unset proxies. Authored detailed Markdown documentation in google/syzkaller, outlining the setup for Android fuzzing with syzkaller, including prerequisites, build steps for Cuttlefish, GSI, and Android GKI with KASAN and KCOV. These contributions streamlined onboarding, reduced build outages, and accelerated kernel fuzzing experiments by improving environment setup and cross-repository knowledge transfer for Linux kernel fuzzing on Android VMs.