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
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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
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
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
AI Security
Griffin AI vs GPT-5: Compliance Posture
Compliance posture is about what you can prove, not what you can do. GPT-5 has impressive capabilities; Griffin AI is engineered to be defensible.
Mar 13, 20264 min read
AI Security
Ensemble LLMs For High-Precision Security Findings
One model's confident answer is a guess. Multiple models agreeing is evidence. Ensemble approaches raise precision for security-critical findings.
Mar 13, 20262 min read
AI Security
Security Testing for LLM-Powered Applications
Applications built on large language models introduce novel attack surfaces that traditional security testing does not cover. This guide addresses the specific testing methodologies needed for LLM applications.
Mar 12, 20267 min read
AI Security
Support Model: Griffin AI vs Mythos
Support tier comparisons look identical on paper. The real difference shows up at 2am during an incident, and the shape of that difference is worth understanding before signing.
Mar 12, 20265 min read
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