AI Security
False Positive Cost: Griffin AI vs Mythos
A false positive is not free. It costs engineer attention, trust in the tool, and eventually the security programme's credibility. We price the difference.
Feb 27, 20267 min read
Resources
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.
Filter
Articles
RSS feedAI Security
Injection Path Detection: Griffin AI vs Mythos
Injection vulnerabilities are not really about the sink. They are about the path from untrusted input to the sink. The path is where Griffin AI and Mythos-class tools diverge.
Feb 27, 20265 min read
AI Security
Griffin AI vs Open Weights: On-Prem Tradeoffs
Open-weight models let you run everything locally. The tradeoff is quality, cost, and operational overhead. Griffin AI provides a different answer to the same on-prem need.
Feb 27, 20263 min read
AI Security
Fine-Tuning Poisoning Detection for Supply Chains
Fine-tuning inherits every problem of the base model and adds dataset provenance as a new one. Here is how detection actually works in practice.
Feb 27, 20267 min read
AI Security
GitHub Container Registry (ghcr.io): A Practical Security Guide
GitHub Container Registry (ghcr.io) is convenient and tightly integrated with Actions, but the defaults can leak images and tokens. Here's how to lock it down properly.
Feb 27, 20266 min read
AI Security
Deepfakes and Social Engineering: The Human Layer of Supply Chain Attacks
AI-generated deepfakes are making social engineering attacks against software supply chains more convincing and harder to detect.
Feb 27, 20265 min read
AI Security
RAG Pipeline Security Controls in 2026
Retrieval-augmented generation pipelines have become a primary breach vector for LLM products. The controls that contain the risk without breaking the use case.
Feb 26, 20266 min read
AI Security
LLM-As-Judge Pitfalls In Security Evals
Using an LLM to score another LLM's output is expedient and dangerous. The judge has its own biases — ones that affect security evaluations specifically.
Feb 26, 20262 min read
AI Security
Griffin AI vs Claude Batch API for Scanning
Claude's Batch API gives you 50% off for async workloads. Griffin AI uses it internally. The question is whether your team should use the Batch API directly or consume it through Griffin.
Feb 26, 20262 min read
Stay informed
Weekly insights on software supply chain security, delivered to your inbox.
Self-healing security runs on Safeguard.
Your first fix PR is minutes away.
No sales call required, even your agent can complete the purchase over MCP.