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Cybersecurity Insights & Expert Analysis
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How Do You Test an MCP Server for Security Issues?

An MCP server is an API with an unusually trusting client and an unusually powerful backend. Testing it means exposure and transport, three authorization attempts against a stated MUST NOT, the advertised tool surface, and what the server sends back — almost all of it without a model in the loop.
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Flat vector illustration: a tool call passes through a parser gate, delivered structured on one path and dropped as plain text on another
November 17, 2026
Our Self-Hosted LLM Scored 63% on Agent Tests. The Same Model Family Hit 99%.
We self-hosted an open model for an autonomous pentest agent and it passed 63% of a 295-test compatibility suite. Moved to a managed serving path, the same model family hit 99%. The model was never the problem — the serving stack was.
Omair
Decorative
Artificial Intelligence
Cybersecurity for AI
Penetration Testing
October 27, 2026
What Should Be in the Scope of an AI Penetration Test?
“Test the customer-facing AI assistant” is one sentence, and the whole engagement will be argued from it. The seven surfaces an AI penetration test scope must name, what belongs in the rules of engagement, and what a finding must carry.
Omair
Decorative
Artificial Intelligence
Cybersecurity for AI
AI Risk Assessment
AI Compliance
Penetration Testing
October 22, 2026
How Much Does an AI Penetration Test Cost?
Two firms quote the same AI system and the numbers differ fourfold. Both are honest. The seven scope decisions that set the price of an AI penetration test, and the three questions that separate a scoped proposal from a priced guess.
Omair
Decorative
Artificial Intelligence
Cybersecurity for AI
AI Risk Assessment
AI Compliance
Penetration Testing
October 16, 2026
How Do You Test an MCP Server for Security Issues?
An MCP server is an API with an unusually trusting client and an unusually powerful backend. Testing it means exposure and transport, three authorization attempts against a stated MUST NOT, the advertised tool surface, and what the server sends back — almost all of it without a model in the loop.
Omair
Decorative
Artificial Intelligence
Cybersecurity for AI
AI Risk Assessment
AI Compliance
Penetration Testing
October 15, 2026
Integrity as a Trust Premium: The Business Case for Proving Your AI Is Real
Enterprise buyers have moved from attestation to evidence on AI. The premium does not show up as price — it shows up as sales cycle length, contract terms, and the deals you are never invited into. Four decisions for a board.
Omair
Decorative
Artificial Intelligence
AI Compliance
AI Risk Assessment
October 14, 2026
How Do You Penetration Test an AI Agent?
Forty prompt-injection payloads, none successful, risk low — and six weeks later the agent refunds the same customer twice. The unit of an agent test is the action, not the answer. Four phases, five channels, and why findings carry a rate instead of a checkmark.
Omair
Decorative
Artificial Intelligence
Cybersecurity for AI
AI Risk Assessment
AI Compliance
Penetration Testing
October 13, 2026
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.
Omair
Decorative
Artificial Intelligence
Data Protection
Data Security
October 8, 2026
You Can't Test a Fixed Path: Assuring AI That Routes Across Models at Runtime
Your test report names one model. Your gateway can reach six. Routers and cascades make the execution path probabilistic — what that does to a test plan, and how to sample representative paths honestly.
Omair
Decorative
Artificial Intelligence
Cybersecurity for AI
Penetration Testing
October 6, 2026
The AI You Approved vs. the AI They're Using: A Field Guide to Real Discovery
Your AI inventory survives "what are we running?" and fails "how do you know that's all of it?" Six discovery signals, the blind spot in each, and how to rate an inventory's confidence honestly.
Omair
Decorative
Artificial Intelligence
Cybersecurity for AI
Data Protection
October 1, 2026
Your Telemetry Sees Everything and Can Prove Nothing: Signal-Layer Assurance for Autonomous AI
Your agent telemetry is better than it has ever been, and it still cannot certify that your controls held under attack. Three limits of the signal layer, each with a test attached.
Omair
Decorative
Artificial Intelligence
Cybersecurity for AI
AI Risk Assessment
September 29, 2026
Not Every AI Assessment Is a Red Team — And Why That Matters to Your Budget
Three proposals, all called an AI security assessment, priced five-fold apart. What actually drives the number, the four conditions that justify adversarial testing, what each deliverable contains, and the five questions to ask before you sign.
Omair
Decorative
Artificial Intelligence
Penetration Testing
AI Risk Assessment
September 24, 2026
The Human Was the Control: What We Lose When AI Removes the Checkpoint
Every workflow you are automating had a person doing integrity work nobody logged as a control. Here is what has to replace it — and how to test that it holds.
Omair
Decorative
Artificial Intelligence
Cybersecurity for AI
AI Risk Assessment

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