Company Filing History:
Years Active: 2025
Title: Michael Francis Buono: Innovator in Context Repository Management
Introduction
Michael Francis Buono is an accomplished inventor based in McLean, VA (US). He has made significant contributions to the field of automated security analysis through his innovative patent. His work focuses on enhancing the management of context repositories in computing environments.
Latest Patents
Michael holds a patent for "Context Repository Management." This invention involves managing context repositories to improve automated security analysis. The patent outlines methods for obtaining context records that contain supplemental information related to security events. It integrates these records into prompts for large language models (LLMs) to generate severity scores for event classification. The invention also includes criteria for invalidating outdated or unreliable context records based on factors such as age, source reliability, and usage frequency. Enhanced prompts incorporate summaries of context records and entity relationship mappings to facilitate better event analysis. Additionally, the invention dynamically evaluates context records through quality filters, consolidates duplicates, and maintains audit trails with provenance tracking. User interfaces are transformed based on telemetry metrics and user feedback to optimize analyst workflows. This innovation enables organizations to maintain curated, high-quality context repositories that continuously improve AI-assisted security analysis while reducing false positives and enhancing incident response effectiveness.
Career Highlights
Michael is currently employed at Dropzone.ai, Inc., where he applies his expertise in context repository management. His work is pivotal in advancing the capabilities of AI in security analysis.
Collaborations
Michael collaborates with notable colleagues, including Eric Joseph Hammerle and Xue Jun Wu, who contribute to the innovative environment at Dropzone.ai, Inc.
Conclusion
Michael Francis Buono is a key figure in the realm of context repository management, with a focus on enhancing automated security analysis through his innovative patent. His contributions are vital for organizations seeking to improve their security measures and incident response capabilities.