#audit-logs News & Analysis

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

2 articles

AIBullisharXiv – CS AI · Jun 256/10

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Verifiable Manifest Signing and Transparency Enforcement for Secure MCP-Based LLM Pipelines

Researchers propose a cryptographic framework for securing Model Context Protocol (MCP) tool-use manifests in LLM pipelines, adding digital signatures, freshness validation, and tamper-evident audit logs. Testing across GPT-5.3, LLaMA-3.5, and DeepSeek-V3 demonstrates near-linear scalability with sub-10ms verification latency and 98.7%+ rejection rates for non-compliant manifests.

🧠 GPT-5

AINeutralarXiv – CS AI · May 126/10

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Nautilus Compass: Black-box Persona Drift Detection for Production LLM Agents

Nautilus Compass is a black-box persona drift detector for LLM coding agents that operates without access to model weights, making it compatible with closed APIs like Claude and GPT-4. The system detects when production agents forget user constraints or contradict prior agreements using embedding-based similarity matching, achieving 0.83 ROC AUC on drift detection while costing $3.50 per evaluation—substantially cheaper than alternatives.

🧠 GPT-4🧠 Claude