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Articles

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AI Security

Prompt Injection Defence Stack 2026

No single control stops prompt injection. The current state of the art is a defence-in-depth stack with controls at five distinct layers. Here it is.

Mar 15, 20267 min read
AI Security

Vector Database Poisoning Trend Watch

Vector databases are now central infrastructure for retrieval-augmented AI. The 2026 attack trend targets the index itself, not the model — and most defenders are not watching the right layer.

Mar 15, 20268 min read
AI Security

AI Coding Assistant Data Leakage Paths

AI coding assistants promise productivity but expand the data leakage surface in specific, mappable ways. The paths, the mitigations, and what enterprise policy actually looks like.

Mar 14, 20266 min read
AI Security

Real-World Vs Synthetic Eval Gap In Security

Synthetic eval benchmarks are controllable. Real-world data is messy. The gap between performance on each is usually large, and vendors prefer one over the other for a reason.

Mar 14, 20262 min read
AI Security

Bulk Remediation Of Aged Vulnerability Backlog

Most security teams are sitting on hundreds of stale findings. Here is how to clear an aged vulnerability backlog with bulk remediation that actually merges.

Mar 14, 20267 min read
AI Security

Griffin AI vs Claude Computer Use: Security

Claude's Computer Use lets an agent drive a GUI. For security, this is powerful and dangerous in equal measure. The architecture around it matters.

Mar 14, 20262 min read
AI Security

Cryptography Misuse Detection: Griffin AI vs Mythos

Crypto misuse is not about broken algorithms. It is about misused parameters, missing checks, and the gap between "it compiles" and "it is secure."

Mar 14, 20265 min read
AI Security

What Is Explainable AI? A Security Practitioner's Guide

Explainable AI makes model decisions inspectable so security teams can trust, audit, and defend them. Here is what that means in practice.

Mar 14, 20266 min read
AI Security

AI Agent Tool Confused Deputy Problem in 2026

A senior engineer's take on the confused deputy problem in AI agent tool use, why it keeps reappearing in 2026, and the architectural patterns that actually fix it.

Mar 14, 20267 min read
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