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Open Source Security

OSS Review Toolkit (ORT): Automating License Compliance at Scale

The OSS Review Toolkit handles license scanning, vulnerability detection, and compliance policy enforcement. Here's how to put it to work.

Jan 15, 20266 min read
Dependency Management

Migrating Dependencies for Security: A Step-by-Step Guide

When a dependency becomes a security liability, migration is the only real fix. Here is a structured approach to dependency migration that minimizes risk and disruption.

Jan 15, 20266 min read
AI Security

CycloneDX Support: Griffin AI vs Mythos

CycloneDX is not a text format to be summarized — it's a typed graph with dozens of semantically-rich fields. Griffin AI consumes it as a graph. Mythos-class tools consume it as tokens. That difference decides every downstream finding.

Jan 15, 20267 min read
AI Security

Griffin AI vs Gemini Ultra for Security Reasoning

Gemini Ultra sets a high bar on complex reasoning benchmarks. But security reasoning is not benchmark reasoning. Here's how Griffin AI's engine-first approach changes the outcome.

Jan 15, 20267 min read
Cloud Security

GCP Artifact Registry Vulnerability Scanning: Integrating the Findings

Artifact Analysis on Artifact Registry produces a steady stream of findings. The discipline is in what you do with them. We map the workflows that actually reduce risk.

Jan 15, 20267 min read
AI Security

Context Window As A Security Limit

The context window is usually marketed as a capability parameter. In a security setting, it behaves like a budget, a forgetting function, and an attack surface all at once.

Jan 15, 20268 min read
AI Security

CycloneDX ML-BOM in 1.7: Implementation Guide

CycloneDX 1.7 was published in October 2025 and adopted by the General Assembly in December. We unpack what the ML-BOM capability means in practice for AI inventory.

Jan 15, 20267 min read
Regulation

CRA Product Classes: Implementing Regulation 2025/2392 Technical Descriptions

Commission Implementing Regulation (EU) 2025/2392 was signed on 28 November 2025, setting the technical descriptions for important and critical CRA product categories.

Jan 15, 20267 min read
AI Security

Anthropic MCP Security Model: A Deep Dive

Anthropic's Model Context Protocol introduces a new trust boundary between agents and tools. Here is how the security model actually works in practice.

Jan 15, 20265 min read

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