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AI Security

MCP Transport Layer Security Options

MCP supports stdio, streamable HTTP, and a handful of experimental transports. Each has distinct security properties, and the choice of transport constrains every other security decision you make about the deployment.

Feb 18, 20266 min read
Open Source Security

Hugging Face's Guardian-Plus-Picklescan Stack: How the Model Hub Scanning Posture Evolved Through 2025-2026

Following NullifAI and the broken-pickle bypass campaigns, Hugging Face layered Protect AI's Guardian on top of Picklescan, ClamAV, and secrets scanning across 1.5 million public models. Here is the defender view of the new pipeline.

Feb 18, 20267 min read
AI Security

Griffin AI vs Mythos: Architecture Deep Dive

An architectural comparison of Griffin AI's engine-grounded reasoning stack against the pure-LLM pattern that Mythos-class products rely on.

Feb 18, 20266 min read
AI Security

Griffin AI vs Claude Desktop MCP for Security

Claude Desktop's MCP support makes it a capable security tool. Griffin AI builds on that foundation rather than competing with it.

Feb 18, 20262 min read
AI Security

Leakage Testing Methods For Security Benchmarks

A benchmark that the model has seen in training is a benchmark of memorisation. Specific leakage-testing methods separate generalisation from recall.

Feb 18, 20262 min read
Application Security

IAST vs RASP: A Decision Tree for 2026

When to deploy IAST, when to deploy RASP, and when to skip both. A pragmatic decision tree based on application architecture, threat model, and operational maturity.

Feb 18, 20266 min read
Industry Analysis

NIST NVD Slowdown: What the Vulnerability Enrichment Backlog Means for Security Teams

NIST's National Vulnerability Database nearly stopped enriching CVEs in early 2024, creating a growing backlog that left security teams without the severity scores and metadata they depend on.

Feb 18, 20266 min read
AI Security

How to Run a Rocky Linux Container Scan Correctly

A Rocky Linux container scan only produces accurate results when your scanner reads Rocky's own advisory feed instead of guessing from RHEL or CentOS data.

Feb 18, 20265 min read
AI Security

SaaS Container Security: Protecting Multi-Tenant Workloads

SaaS container security is the set of controls that keep containerized, multi-tenant applications isolated, patched, and hardened from build through runtime. Here is the practical playbook.

Feb 18, 20266 min read

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