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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.

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Articles

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AI Security

Race Condition Detection: Griffin AI vs Mythos

Race conditions are the hardest class of vulnerabilities for static analysis. Specific architectural capabilities separate tools that find them from tools that claim to.

Feb 28, 20263 min read
AI Security

Enterprise AI Data Residency Requirements, 2026

Data residency for AI workloads has moved from nice-to-have to contractually required. The shape of the requirement is specific and worth knowing before procurement.

Feb 27, 20262 min read
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
AI 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

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
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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