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Cybersecurity Insights & Expert Analysis
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Testing AI Data Leakage Without Ever Touching Real Data: A Synthetic-Canary Method

Canary data is easy to describe and easy to get wrong. A practitioner guide to designing canary strings that survive normalization and truncation, placing them without polluting production, building the detection pipeline, and knowing why a clean result usually means a broken test.
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Latest Blogs

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September 10, 2026
Shadow AI Isn't Just ChatGPT: The AI Hiding Inside the SaaS You Already Bought
Most shadow AI was never bought. It was switched on inside software you already approved — invisible to policy lists, procurement, and the proxy. Four reasons it escapes your inventory, and the three questions that find it.
Omair
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Artificial Intelligence
Cybersecurity for AI
Data Protection
Data Security
Flat vector illustration of a terminal showing hashcat -m 18200 under a magnifier with a caution mark
September 8, 2026
Compliant Is Not Correct: The AI Gave Us the Wrong Hashcat Mode
With an authorized-testing context, capable open models answered our offensive-security questions with zero refusals — and still gave the wrong Hashcat mode for Kerberoasting. Why compliant is not correct, and the three axes a security-AI benchmark must measure separately.
Omair
Decorative
Artificial Intelligence
Cybersecurity for AI
Penetration Testing
September 8, 2026
The Four Questions You Can't Answer About Your AI Agents
Boards ask four questions about AI agents, and the honest answer is usually “we believe so.” Here is how each one maps to a concrete assessment domain — what gets tested, what the tester does, and what evidence comes back.
Omair
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Artificial Intelligence
Cybersecurity for AI
AI Risk Assessment
September 4, 2026
Prove, Don't Assert: Why "Do You Have a Policy?" Is the Wrong AI Security Question
Governance asks whether a control exists. Assurance proves it works. Why an AI security assessment built on questionnaires tells you almost nothing, and what evidence looks like.
Omair
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Artificial Intelligence
Cybersecurity for AI
AI Risk Assessment
AI Compliance
Penetration Testing
September 3, 2026
AI Data Leakage Testing: Has Anyone Tested Your AI Policy?
Your AI policy names a tool, but your exposure is a data path. Five ways customer data reaches a model anyway, and how to test each one with canary data.
Omair
Decorative
Artificial Intelligence
Cybersecurity for AI
Data Protection
Data Security
AI Risk Assessment
August 27, 2026
AI Integrity: Why Proving an Autonomous Action Is Real Is the Next Security Problem
Autonomy makes integrity the hard problem. Why proving an AI action is genuine, authorized, and untampered now matters more than controlling access, and how to test for it.
Omair
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Artificial Intelligence
Cybersecurity for AI
AI Risk Assessment
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AI/ML
August 4, 2026
Top Penetration Testing Companies for SaaS in 2026
Compare the top penetration testing companies for SaaS in 2026. Explore SaaS security testing, PTaaS providers, services, and key selection factors.
Fiza Nadeem
Decorative
Cybersecurity
Vulnerability
DevSecOps
Secure SDLC
Secure Code Disclosure
August 2, 2026
AI System Threat Modeling: A Guide to Mapping ML Pipeline Risks
Learn how to threat model an AI system, map risks across the ML pipeline, identify AI-specific threats, and use MITRE ATLAS and NIST AI RMF.
Omair
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Cybersecurity
Vulnerability
Secure SDLC
Application Security
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July 31, 2026
ICS & OT Penetration Testing: Securing Industrial Systems
Learn what ICS penetration testing is, how it secures OT and SCADA systems, and how ICS/OT testing differs from traditional IT penetration testing.
Fiza Nadeem
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Cybersecurity
Vulnerability
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July 28, 2026
Chatbot Security Testing: A Checklist for Customer-Facing AI
Learn how to security test an AI chatbot with this practical checklist covering prompt injection, jailbreaks, data leakage, LLM guardrails, APIs, RAG, and agentic AI risk.
Omair
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Cybersecurity
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July 26, 2026
Red Team vs Penetration Testing vs Vulnerability Scanning
Learn the difference between red teaming, penetration testing, and vulnerability scanning, including their goals, scope, methods, and when to use each.
Omair
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Cybersecurity
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July 24, 2026
What Is Application Security as a Service (ASaaS)? A Complete Guide
Learn what Application Security as a Service (ASaaS) is, how it works, its benefits, challenges, and how it helps organizations achieve continuous application security.
Omair
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Cybersecurity
Application Security
Secure SDLC
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