AI Security
Griffin AI vs Self-Hosted Llama: Real Costs
Self-hosting Llama looks cheap on paper. The real costs — GPUs, operations, engineering — make the comparison less obvious than the list price suggests.
Mar 15, 20263 min read
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Enterprise AI Metric Design For Executive Reporting
AI-for-security metrics that show up on board slides are different from the ones engineers use day-to-day. Designing both sets properly is the work.
Mar 15, 20261 min read
AI Security
Cryptography Misuse Detection: Griffin AI vs Mythos
Crypto misuse is not about broken algorithms. It is about misused parameters, missing checks, and the gap between "it compiles" and "it is secure."
Mar 14, 20265 min read
AI Security
Griffin AI vs Claude Computer Use: Security
Claude's Computer Use lets an agent drive a GUI. For security, this is powerful and dangerous in equal measure. The architecture around it matters.
Mar 14, 20262 min read
AI Security
Bulk Remediation Of Aged Vulnerability Backlog
Most security teams are sitting on hundreds of stale findings. Here is how to clear an aged vulnerability backlog with bulk remediation that actually merges.
Mar 14, 20267 min read
AI Security
Real-World Vs Synthetic Eval Gap In Security
Synthetic eval benchmarks are controllable. Real-world data is messy. The gap between performance on each is usually large, and vendors prefer one over the other for a reason.
Mar 14, 20262 min read
AI Security
AI Coding Assistant Data Leakage Paths
AI coding assistants promise productivity but expand the data leakage surface in specific, mappable ways. The paths, the mitigations, and what enterprise policy actually looks like.
Mar 14, 20266 min read
AI Security
What Is Explainable AI? A Security Practitioner's Guide
Explainable AI makes model decisions inspectable so security teams can trust, audit, and defend them. Here is what that means in practice.
Mar 14, 20266 min read
AI Security
AI Agent Tool Confused Deputy Problem in 2026
A senior engineer's take on the confused deputy problem in AI agent tool use, why it keeps reappearing in 2026, and the architectural patterns that actually fix it.
Mar 14, 20267 min read
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