Android Bug Reports: An Underrated but Complex Goldmine for Mobile Security Investigations

**Executive summary:** Android bug reports consolidate extensive device diagnostics — logs, system services, kernel messages, app telemetry, battery and connectivity data — making them a high-value but underutilized forensic artifact for detecting malware, spyware, persistence mechanisms, exploitation attempts, and attribution signals; however, their large size, noise, OEM/version variability, ephemeral logs, and embedded sensitive data render manual analysis impractical, motivating the application of NLP and LLM-driven tools to transform unstructured bug-report dumps into actionable security intelligence.