Automated Vulnerability Detection and AI Model Hardening for Mission-Critical Environments

Date: 05/01/2025

Vendor: Object Security

Technology/Topic: Automated Vulnerability Detection and AI Model Hardening for Mission-Critical Environments

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Welcome to the Technical Exchange Meeting (TEM)!

ObjectSecurity is a mission-driven cybersecurity company focused on protecting complex software and AI systems. Our approach is fundamentally different from existing solutions – we go beyond surface-level scans by leveraging symbolic execution and model dissection to uncover risks that conventional tools often miss. Built for automation, precision, and operational impact, our solutions are trusted by DoD and Federal Government systems.

BinLens stands out by analyzing compiled binaries directly – no source code required. Utilizing symbolic execution, it detects zero-day and unpublished vulnerabilities with extremely low false positives. Unlike traditional scanners that depend on known CVEs or SBOM data, BinLens performs deep, automated analysis, providing actionable insights for Red Teams and DevSecOps. This makes it a reliable alternative to static tools that often overlook hidden risks in COTS, FOSS, and embedded systems. BinLens is at TRL 9, fully mature and operationally deployed.

FortiLayer takes a unique approach to AI/ML model security by dissecting models layer-by-layer to detect adversarial vulnerabilities, inefficiencies, and compliance gaps. Unlike black-box AI security tools that offer limited visibility and require manual intervention, FortiLayer automates testing, fine-tuning, and regulatory alignment – enhancing model performance, transparency, and adaptability. Its ability to optimize and secure AI models for mission-critical environments makes it a preferred choice for defense applications. FortiLayer is at TRL 8, demonstrating readiness for real-world deployment.

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Disclaimer:

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