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Scaling Defenses via Google's Agentic Orchestration and AVDH Framework
Google Cloud and Mandiant have developed the Automated Vulnerability Discovery Harness (AVDH) and the Agent Development Kit (ADK) to counter machine-speed adversarial AI. By employing "Agentic Orchestration" using Gemini Flash Lite as a reasoning engine, this framework automates complex vulnerability discovery across massive codebases. The system utilizes a hierarchical rule set to deploy specialized agents for reconnaissance, data-flow analysis, and non-deterministic validation. This approach identified over 100 critical true-positive vulnerabilities and 12 CVEs, including CVE-2026-13242 and CVE-2026-55803, within 48 hours, significantly reducing the discovery window compared to traditional manual review.
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