#audit-trails News & Analysis

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

3 articles

AIBullisharXiv – CS AI · Apr 137/10

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From Business Events to Auditable Decisions: Ontology-Governed Graph Simulation for Enterprise AI

Researchers introduce LOM-action, an enterprise AI system that grounds LLM-based decisions in business ontologies and event-driven simulations rather than unrestricted knowledge spaces. The approach achieves 93.82% accuracy with 98.74% F1 scores on decision chains, vastly outperforming larger models like DeepSeek-V3.2, while maintaining complete audit trails for enterprise compliance.

AINeutralarXiv – CS AI · Apr 146/10

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EmbodiedGovBench: A Benchmark for Governance, Recovery, and Upgrade Safety in Embodied Agent Systems

Researchers introduce EmbodiedGovBench, a new evaluation framework for embodied AI systems that measures governance capabilities like controllability, policy compliance, and auditability rather than just task completion. The benchmark addresses a critical gap in AI safety by establishing standards for whether robot systems remain safe, recoverable, and responsive to human oversight under realistic failures.

AINeutralarXiv – CS AI · Mar 96/10

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ESAA-Security: An Event-Sourced, Verifiable Architecture for Agent-Assisted Security Audits of AI-Generated Code

Researchers have developed ESAA-Security, a new architecture for conducting secure, verifiable audits of AI-generated code using structured agent workflows rather than unstructured LLM conversations. The system creates an immutable audit trail through event-sourcing and produces comprehensive security reports across 26 tasks and 95 executable checks.