Developed an enhancement for the google/clusterfuzz repository focused on improving Android startup crash detection and bug filing workflows. The work introduced a new function to assess crash frequency and consistency, refining the criteria for filing libFuzzer-based Android crashes. By lowering the bug filing threshold, the update enabled more actionable and timely crash reports, supporting faster remediation of critical startup issues. The solution was implemented in Python and emphasized backend development, automation, and targeted testing. Integration checks and collaboration with Android crash handling teams ensured the changes improved triage prioritization and contributed to greater stability in the Android startup process.