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AI Security

Task-Routed LLM Architectures For Security

One model for every task wastes budget on trivial work. Task-routed architectures match model capability to task requirements — the right lever for security at scale.

Feb 25, 20262 min read
AI Security

Windsurf vs Sourcegraph Cody: Security Comparison

A side-by-side security comparison of Windsurf and Sourcegraph Cody: data handling, agent scope, deployment models, and enterprise controls.

Feb 25, 20265 min read
AI Security

AI-Managed Security Services: What You're Actually Buying

AI managed security is sold as autonomous defense, but the honest version of the pitch is faster triage and drafted fixes with a human still signing off — worth knowing before you buy the marketing version.

Feb 25, 20266 min read
AI Security

MCP Definition: What the Model Context Protocol Actually Is

The MCP definition in one line: an open standard that lets AI assistants connect to your tools and data through a single, consistent interface instead of a tangle of one-off integrations.

Feb 24, 20266 min read
AI Security

Kubernetes Container Security Scanner: How It Works and What to Use

A Kubernetes container security scanner checks images, manifests, and running workloads for known vulnerabilities and misconfigurations. Here is how the pieces fit and where to place them in a pipeline.

Feb 24, 20266 min read
AI Security

Retrieval Context Poisoning At Scale

Retrieval context poisoning scales differently than direct prompt injection. The attacker's leverage grows with the RAG ingest surface.

Feb 24, 20262 min read
AI Security

Griffin AI vs Gemini Multimodal: Security

Gemini's multimodal capabilities are genuinely useful for some security workflows. For most security workflows, the modality is code and text, not images.

Feb 24, 20262 min read
AI Security

Federal Compliance Readiness: Griffin AI vs Mythos

Federal compliance is a long investment, not a marketing claim. Safeguard's FedRAMP HIGH and IL7 readiness is the difference between selling into government and sitting on the outside.

Feb 24, 20268 min read
AI Security

What Is the AI Bill of Rights and What Does It Mean for Security Teams?

The AI Bill of Rights is a White House blueprint of five principles for building automated systems that respect people's rights. Here is what it says and how it maps to real engineering controls.

Feb 24, 20266 min read
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