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Markov Models in AI Security
Can a 19th-century probability theory solve 21st-century AI cyber threats? 💡
From tracking multi-stage APT attacks to driving automated defense playbooks in SOAR, Markov Models remain one of the most efficient, low-latency tools in modern AI security.
Check out the comprehensive guide by Dr. Shaista Hussain:
Hidden Markov Models (HMM) for multi-stage attack detection
Markov Chains for behavioral anomaly detection (UEBA), MDPs for automated cyber defense, Python implementations for Viterbi decoding & Baum-Welch training
📖 Read the full piece on Medium
From tracking multi-stage APT attacks to driving automated defense playbooks in SOAR, Markov Models remain one of the most efficient, low-latency tools in modern AI security.
Check out the comprehensive guide by Dr. Shaista Hussain:
Hidden Markov Models (HMM) for multi-stage attack detection
Markov Chains for behavioral anomaly detection (UEBA), MDPs for automated cyber defense, Python implementations for Viterbi decoding & Baum-Welch training
📖 Read the full piece on Medium
Dr. Shaista Hussain of SAIF CHECK cited in the 'Summary of insights from written submissions to the UN Global Dialogue on
AI Governance open consultations'. Source: UN Global Dialogue on AI Governance Joint
Secretariat. Prepared based on 1,532 written submissions (Joint Secretariat of the Global
Dialogue on AI Governance 2026)
Synthetic Ouroboros: The Information Sustainability Crisis and AI Model Collapse
Enter: the world the doesn't reward human content creation, and AI is training on AI generated content. Information sustainability
Top 8 #AttackVectors in 8 min Masterclass - Attacks used against AI systems.
It's not enough to slap on an AI security software when AI itself is an #attackSurface 🎯
ResNet vs. Hyperconnected Models vs. Manifold-Constrained Hyper‑Connections (mHC): OVERVIEW & RISK REVIEW
Comparing ResNet, Hyperconnected Models and mHC in function and risks.
QUANTUM COMPUTING V. CRYPTOCURRENCY
How can post quantum cryptography affect cryptocurrency?
AI AGENTS: BIG BENEFITS, BIG RISKS, SAIF CHECK MITIGATIONS.
The bright and dark side of AI agents and how risks can be mitigated.
WHY AI RISK ASSESSMENTS ARE THE SECRET SAUCE FOR PROTECTING AI PRODUCT OWNERS & INVESTORS
Want to know how to secure your business AI investment?
HUMANS vs AI: FREE WILL, SENTIENCE & SAFEGUARDS
UNDERSTANDING THE DIFFERENCES BETWEEN HUMAN COGNITIVE REASONING AND MACHINE LEARNING LLM REASONING
Implications for Risk and Safety
2026: THE YEAR AI MUST EARN ITS LICENSE TO OPERATE IN SAUDI ARABIA
WORKPLACE AI RISKS
Do you know that using hashtag#AI for work can put your business at risk?
SHADOW AI: CORPORATE HIDDEN THREATS
Employees are using AI at work for productivity, but how are you managing the potentially detrimental risks that this poses to your company?
MULTI-AGENT AI CYBERATTACKS
The Next Frontier in Digital Threats
La cybersécurité en santé en dix points clés
Top 10 cyber threats affecting healthcare systems
Systematic Health Artificial Intelligence (SHAI) - a Pathology Based NLP Model for Improved Predictive Diagnostics in Personalised Medicine
August, 2022
The Systematic Health Artificial Intelligence (SHAI) model trains on data from medical records and clinical laboratory results to temporally identify disease markers with subsequent pathologies, more efficiently and accurately than is done in the current analog practice. The aim of the SHAI model is to gauge a patient’s medical prognostic status based on a conglomerate of data to predict lurking, occult or comorbid pathologies.
Blockchain and Metaverse Definitions, Concepts and
Applications in Neuropsychiatry
The following review is an introduction to the terminology and concepts related to blockchain and metaverse platforms including AR, VR, XR-realities, NFTs,
operating systems, and security protocols. Methods of overcoming risks, limitations and challenges are explored. Lastly, this review explores current and future
applications of blockchain and metaverse platforms in healthcare, including a comprehensive and concise evaluation of various benefits of these advancing
systems in the neuropsychiatric setting. October, 2022
operating systems, and security protocols. Methods of overcoming risks, limitations and challenges are explored. Lastly, this review explores current and future
applications of blockchain and metaverse platforms in healthcare, including a comprehensive and concise evaluation of various benefits of these advancing
systems in the neuropsychiatric setting. October, 2022
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