AI Security
Griffin AI vs GPT-5: Enterprise Controls
Frontier models offer impressive enterprise features. Security programs need deeper controls than chat can provide—controls that live in the engine around the model.
Feb 25, 20267 min read
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Why Engine-Plus-LLM Beats Pure-LLM: Griffin vs Mythos
The structural case for engine-plus-LLM security reasoning — and why pure-LLM products in the Mythos class hit a ceiling that no parameter count can raise.
Feb 25, 20266 min read
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
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