Research

Inside the next generation of AI threats.

Explore the questions, attack surfaces and defensive ideas shaping AI security.

↗ External reference library. Publications and findings are credited to HiddenLayer. They are not Virtual Arc research or customer results.

All resources

65 references

Research ↗

Adversarial Machine Learning: A New Frontier

An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.

External reference · HiddenLayerExplore reference ↗
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Agentic ShadowLogic

An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.

External reference · HiddenLayerExplore reference ↗
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Machine Learning is the New Launchpad for Ransomware

An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.

External reference · HiddenLayerExplore reference ↗
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Security Lessons from Recent AI Agent Incidents

An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.

External reference · HiddenLayerExplore reference ↗
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ClearML Security Alert: How to Detect MLOps Reconnaissance via FOFA

An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.

External reference · HiddenLayerExplore reference ↗
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Rooting Wyze Cam: Exploiting Command Injection and Evasion of Edge AI

An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.

External reference · HiddenLayerExplore reference ↗
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AWS Titan Watermark Vulnerability: How to Detect and Prevent AI Watermark Spoofing

An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.

External reference · HiddenLayerExplore reference ↗
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LLM Fake Function Injection: How to Prevent System Prompt and Tool Leaks

An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.

External reference · HiddenLayerExplore reference ↗
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Coding Agent Security Risks in LLM Gateways

An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.

External reference · HiddenLayerExplore reference ↗
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Bypassing AI Guardrails: Exploring the KROP Vulnerability

An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.

External reference · HiddenLayerExplore reference ↗
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ChromaToast Served Pre-Auth

An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.

External reference · HiddenLayerExplore reference ↗
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The Use and Abuse of AI Cloud Services

An external research reference exploring AI attack surfaces and defensive questions. The original publication contains the technical analysis and discovery attribution.

External reference · HiddenLayerExplore reference ↗
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