VulValidate audits 35,849 vulnerability labels across BigVul, PrimeVul, and DiverseVul, confirming only 57.2% as accurate and correcting 19.0% using LLM-coordinated dynamic analysis. Findings suggest many…

#AI #DataInfrastructure #VulnerabilityDetection #LLMAgents
https://arxiv.org/abs/2610.05103

Google’s Gemini 4 Argon ups the game in vulnerability detection—guardrail-free version coming soon for trusted partners. #AI #Cybersecurity #Gemini4 #VulnerabilityDetection #AIAlignment #Google https://thedailytechfeed.com/google-unveils-gemini-4-argon-for-cybersecurity-defenders/

New paper benchmarks six open-source RAG systems for software vulnerability detection, tackling fragmented datasets and proprietary models to improve reproducibility across LLM-based security tools. A…

#OpenSourceAI #RAG #VulnerabilityDetection #SoftwareSecurity
https://arxiv.org/abs/2609.37669

Google's New AI Can Find Security Flaws in Under 2 Hours ai-beat #GoogleAI #Cybersecurity #ArtificialIntelligence #AIModels #VulnerabilityDetection