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#owasp News & Analysis

3 articles tagged with #owasp. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles
AINeutralarXiv – CS AI · May 117/10
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Towards Security-Auditable LLM Agents: A Unified Graph Representation

Researchers propose Agent-BOM, a unified graph-based representation system for auditing the security of LLM-based autonomous agents. The framework addresses critical gaps in existing audit mechanisms by tracking both static capabilities and dynamic runtime states, enabling detection of complex attack chains across multi-agent systems.

AINeutralarXiv – CS AI · Mar 177/10
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TrinityGuard: A Unified Framework for Safeguarding Multi-Agent Systems

Researchers have introduced TrinityGuard, a comprehensive safety evaluation and monitoring framework for LLM-based multi-agent systems (MAS) that addresses emerging security risks beyond single agents. The framework identifies 20 risk types across three tiers and provides both pre-development evaluation and runtime monitoring capabilities.

AIBearisharXiv – CS AI · Mar 117/10
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Security Considerations for Multi-agent Systems

A comprehensive study reveals that multi-agent AI systems (MAS) face distinct security vulnerabilities that existing frameworks inadequately address. The research evaluated 16 AI security frameworks against 193 identified threats across 9 categories, finding that no framework achieves majority coverage in any single category, with non-determinism and data leakage being the most under-addressed areas.