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Applied AI Intelligence

Live applied AI intelligence at the cybersecurity intersection: AI for cyber defense, cyber for AI systems, model risk, adversarial ML, and AI governance. DecipherU translates each signal into career implications for cybersecurity professionals.

649 items·Updated 1d ago·RSS
arXiv (cs.AI)1d ago

MAGS: Multi-agent Auto-formalization Guarantees Safety for Agentic Outputs

arXiv preprint on AI security, safety, or adversarial robustness. Indexed by the cs.AI category. Career-relevant for AI Red Team Engineers, AI Security Engineers, and AI Governance practitioners tracking the active research frontier.

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arXiv (cs.AI)1d ago

Closed-World Resolution Against Tool Hallucination in LLM Agents

arXiv preprint on AI security, safety, or adversarial robustness. Indexed by the cs.AI category. Career-relevant for AI Red Team Engineers, AI Security Engineers, and AI Governance practitioners tracking the active research frontier.

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arXiv (cs.LG)1d ago

Personalized Federated Hierarchical Gaussian Processes for Privacy-Preserving Modeling of Heterogeneous Distributed Systems

arXiv ML preprint with security, privacy, or robustness implications. Career-relevant for ML Security Engineers and AI Security Engineers tracking adversarial-ML research.

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arXiv (cs.AI)2d ago

Physics-Constrained Digital Twins for Sensor Integrity in Urban Pedestrian Flow: Detecting Stealthy False Data Injection with Conformal Guarantees

arXiv preprint on AI security, safety, or adversarial robustness. Indexed by the cs.AI category. Career-relevant for AI Red Team Engineers, AI Security Engineers, and AI Governance practitioners tracking the active research frontier.

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arXiv (cs.AI)3d ago

GPEvac: GNN-Based PPO for Adaptive Evacuation Routing During Shooting Events

arXiv preprint on AI security, safety, or adversarial robustness. Indexed by the cs.AI category. Career-relevant for AI Red Team Engineers, AI Security Engineers, and AI Governance practitioners tracking the active research frontier.

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arXiv (cs.AI)3d ago

Artificial intelligence and biosecurity: capabilities, threat pathways, and defense-in-depth governance

arXiv preprint on AI security, safety, or adversarial robustness. Indexed by the cs.AI category. Career-relevant for AI Red Team Engineers, AI Security Engineers, and AI Governance practitioners tracking the active research frontier.

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AI Incident Database (Partnership on AI / CSET)3d ago

How rogue officers turned a nationwide camera network into a tool for stalking

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)3d ago

Chinese hatte Tat zusammen mit ChatGPT geplant!

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)3d ago

Messerangriff auf Kinder: Täter «kaufte Rindfleisch, um zu üben»

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)3d ago

Former Kechi police lieutenant convicted on stalking charges

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)3d ago

Kechi police lieutenant arrested for using police technology to stalk wife

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)3d ago

Wichita moves to tighten access, increase oversight on secretive police surveillance program

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)3d ago

‘You were spotted’: KS officer who used police cameras to stalk estranged wife sentenced

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)3d ago

Critics warned about Flock surveillance. Three Houston-area investigations are fueling those concerns.

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)3d ago

Fort Bend County Sheriff's Office lieutenant admits to improper use of Flock cameras per docs

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)3d ago

A former police officer has been sentenced in Sedgwick County District Court

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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arXiv (cs.LG)5d ago

Fed-Equilibrium Framework for Topological Pareto Control in Robust and Fair Clinical Federated Learning

arXiv ML preprint with security, privacy, or robustness implications. Career-relevant for ML Security Engineers and AI Security Engineers tracking adversarial-ML research.

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AI Incident Database (Partnership on AI / CSET)7d ago

Un adolescente planificó con la Inteligencia Artificial matar a sus compañeros de colegio: fue detectado por el FBI y allanado en Quilmes

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)7d ago

Cómo descubrió el FBI al chico de 15 años que organizaba con IA una masacre escolar en Quilmes y cuál era su plan

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)7d ago

Un adolescente planificó con Inteligencia Artificial matar a sus compañeros: el FBI dio aviso y lo allanaron en Quilmes

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)7d ago

Planeó una masacre escolar con ChatGPT, intervino el FBI y no recibirá ninguna pena

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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arXiv (cs.LG)8d ago

Byzantine-Robust Federated Fire Detection with a Rotating Coordinator

arXiv ML preprint with security, privacy, or robustness implications. Career-relevant for ML Security Engineers and AI Security Engineers tracking adversarial-ML research.

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arXiv (cs.AI)8d ago

An Autonomous GeoAI Agent for Arctic Eco-Navigation

arXiv preprint on AI security, safety, or adversarial robustness. Indexed by the cs.AI category. Career-relevant for AI Red Team Engineers, AI Security Engineers, and AI Governance practitioners tracking the active research frontier.

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arXiv (cs.AI)8d ago

Do Agents Know When They Succeed? Calibrating Agent Confidence from Internal Representations

arXiv preprint on AI security, safety, or adversarial robustness. Indexed by the cs.AI category. Career-relevant for AI Red Team Engineers, AI Security Engineers, and AI Governance practitioners tracking the active research frontier.

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AI Incident Database (Partnership on AI / CSET)8d ago

Houthis used Anthropic AI to try to build ballistic missiles

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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arXiv (cs.LG)9d ago

Robustness of LLM-Generated SystemVerilog Assertions to Semantics-Preserving RTL Transformations

arXiv ML preprint with security, privacy, or robustness implications. Career-relevant for ML Security Engineers and AI Security Engineers tracking adversarial-ML research.

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arXiv (cs.AI)9d ago

Beyond Right and Wrong: Evaluating Second-order Social Reasoning in Large Language Models

arXiv preprint on AI security, safety, or adversarial robustness. Indexed by the cs.AI category. Career-relevant for AI Red Team Engineers, AI Security Engineers, and AI Governance practitioners tracking the active research frontier.

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AI Incident Database (Partnership on AI / CSET)9d ago

Vrouwelijke BN'ers overwegen aangifte vanwege deepfake pornovideo's

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)9d ago

Wel of niet zeggen dat je in een neppornovideo zit? BN'ers worstelen ermee

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)9d ago

Bekende Nederlanders doen massaal aangifte in zaak deepfakepornovideo's

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)9d ago

Kamerleden horen al maanden niets na deepfake pornovideo's: 'Week ophef, daarna werd het stil'

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)9d ago

Wat vrouwen ervaren in de Tweede Kamer. ‘Je hebt geluk dat jij een vrouw bent, want ze hebben jou minder hard aangepakt’

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)9d ago

Motie van het lid Beckerman over een bevoegde instantie aanwijzen om ook deepfakeporno en andere onrechtmatige seksuele beelden offline te halen

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)9d ago

Deepfake pornovideo’s schokken medialandschap: BN’ers en politici doen aangifte

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)9d ago

60 Posts in 10 Hours: How Trump’s Social Media Reflects His Version of Reality

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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AI Incident Database (Partnership on AI / CSET)9d ago

Claude, Codex, and Hermes installed unowned code inside corporate networks

Real-world AI incident curated by the AI Incident Database (Partnership on AI / CSET). Editor-reviewed with primary-source citations. Career-relevant for every AI security and AI governance practitioner; the AIID is the closest thing to a CVE database for AI failures.

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All intelligenceCybersecurity intelligence

Where the field is heading

Forrester projected 60% of Fortune 100 companies would have a head of AI governance by the end of 2026, and one 2026 market survey found 98.5% of organizations reporting inadequate AI governance staffing relative to their AI deployment pace. That gap is the fastest-growing hiring category in this space right now, up 150% year over year.

AI Governance Officer career guide →

The EU AI Act's high-risk-system obligations became binding in August 2026, and they specifically expect documented adversarial testing before deployment, not just after an incident. Expect that requirement to keep expanding demand for people who can actually break a model on purpose before a regulator or an attacker does it for you.

AI Red Teamer career guide →

Two credentials built specifically for this intersection, IAPP's AI Governance Professional (AIGP) and ISACA's Advanced in AI Audit (AAIA), map directly to EU AI Act risk-tiering and conformity-assessment work. Neither existed as a distinct credential category before 2025.

IAPP AIGP certification guide →
Last verified: April 2026?Report an inaccuracy