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
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Supply Chain Security, in plain English.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
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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
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
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
AI Security
Multi-Modal AI Supply Chain Considerations
Multi-modal models bring image, audio, and video into the AI supply chain. Each modality introduces provenance and integrity challenges that text-only pipelines never had to face.
Feb 18, 20268 min read
Incident Analysis
Two Years of Item 1.05: What the Notable 8-K Filings Tell Us
From UnitedHealth to AT&T to Snowflake's downstream effects, two years of Item 1.05 filings reveal patterns in materiality, vendor incidents, and update cadence.
Feb 18, 20267 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
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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