AI Security
Regression Testing on Fixes: Griffin AI vs Mythos
A remediation PR is only useful if it does not break anything else. Griffin AI runs targeted regression before opening; Mythos-class tools usually do not.
Jan 24, 20266 min read
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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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Griffin AI vs GPT-4o: Security Limits Exposed
GPT-4o is an excellent general-purpose model. Security workflows are a specialty, and specialty work exposes the limits of general intelligence.
Jan 24, 20267 min read
AI Security
Domain-Adapted LLMs For Vulnerability Detection in 2026
Domain adaptation has quietly become the default for LLM-assisted vulnerability detection. A look at what works in 2026, what does not, and what teams should plan for next.
Jan 24, 20266 min read
AI Security
AI-Generated Code Security Risks: Copilot, ChatGPT, and the New Attack Surface
AI code assistants are writing a growing share of production code. The security implications are significant and largely unaddressed.
Jan 24, 20266 min read
AI Security
Prompt Injection as a Supply Chain Risk in 2026
Prompt injection stopped being an LLM curiosity the moment agents started committing code. It is now a software supply chain risk and should be modeled as one.
Jan 24, 20267 min read
Software Supply Chain Security
Go Module Checksum Database: How It Secures Your Dependencies
Go checksum database is one of the most underappreciated supply chain security features in any language ecosystem. Here is how it works and where it falls short.
Jan 24, 20265 min read
Product
Safeguard Eagle 3.0 Release: Classifier Update
Eagle 3.0 is the classification model behind Safeguard's package, image, and secret detection. Here is what changed, what moved, and what it means for alerts.
Jan 24, 20266 min read
Regulatory Compliance
NestJS dependency injection and module configuration secu...
NestJS's dependency injection container silently governs data isolation and supply-chain trust. Here's how scope, module, and factory misconfigurations turn into real security failures.
Jan 24, 20267 min read
DevSecOps
GitHub Actions: SHA-Pin Tags or Get Burned
Tag-pinning Actions feels fine until a maintainer gets compromised. Here is why SHA-pinning is the only serious option in 2026 and how to operationalize it.
Jan 24, 20266 min read
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