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AI Security

Model Theft: Protecting Proprietary LLMs from Extraction ...

A $20 API attack can clone a production LLM's embeddings. Here's how model extraction works, real incidents from LLaMA to DeepSeek, and how to protect proprietary models.

Jul 19, 20267 min read
Vulnerability Management

Best vulnerability management platforms

A practical comparison of leading vulnerability management platforms — Tenable, Qualys, Rapid7, CrowdStrike, Wiz, and Microsoft — plus how Safeguard closes the supply-chain gap.

Jul 19, 20267 min read
Open Source Security

ASP.NET Core vulnerability trends

A data-driven look at ASP.NET Core's recurring CVE patterns — DoS in Kestrel/SignalR, deserialization bugs, and NuGet supply chain risk — and how to triage what matters.

Jul 19, 20267 min read
AI Security

LLM Supply Chain Vulnerabilities

Malicious model files, poisoned datasets, and compromised ML packages are the new software supply chain frontier. Here is how these LLM attacks actually work.

Jul 19, 20267 min read
Buyer's Guides

Best CVE tracking and monitoring tools

A field guide to CVE tracking tools -- from NVD and OSV.dev to Snyk, Tenable, and Qualys -- with honest pros, cons, and how Safeguard adds supply-chain context.

Jul 19, 20267 min read
Open Source Security

NuGet dependency confusion risk report

NuGet's default feed-resolution behavior keeps dependency confusion risk elevated across .NET orgs. Here's what the incident history shows, and how to close the gap.

Jul 18, 20267 min read
AI Security

Training Data Poisoning Attacks on Machine Learning Models

A $60 domain purchase or 0.001% of training tokens can silently corrupt an ML model. Here's how training data poisoning attacks work and how to defend against them.

Jul 18, 20267 min read
Buyer's Guides

Best open source license compliance tools

A practical comparison of open source license compliance tools—FOSSA, Mend, Black Duck, Snyk, and more—covering detection accuracy, policy engines, and SBOM support.

Jul 18, 20268 min read
Open Source Security

Composer package vulnerability trends report

Composer package vulnerabilities rose 34% YoY, with 60%+ arriving via transitive dependencies. Safeguard breaks down the trends and what security teams should do.

Jul 18, 20266 min read

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