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.
Loading a pickle model file can run code, and published weights have weak provenance. Learn five common mistakes and the safer habits that replace them.
A model card should state intended use, limits, evaluation, data sources and a security contact. These are the mistakes teams make when they publish one.
A model card explains intended use, data and evaluation. It does not prove where a model came from. Use it as a checklist, then add integrity checks.
A hands-on checklist for downloaded model weights: prefer safetensors, never unpickle untrusted files, pin revisions, verify signatures, record provenance.
MITRE ATLAS is a public knowledge base of adversary tactics against AI systems. See how it is organized and which techniques to map your defenses to first.
Teams treat ATLAS as a checklist, map everything once, ignore detection and skip owners. Seven common mistakes and how to fix each one in your AI program.
Use MITRE ATLAS as a checklist, not a poster. Map your AI system to tactics, pick ten techniques that apply, then give each a control and a log source.
MCP gives an AI agent tools, so permissions and trust set the blast radius. Use tool allowlists, human approval, scoped tokens and wary local servers.
A practical checklist for MCP servers and clients: token audience, per-tool permissions, confirmations, local server consent and SSRF. From the spec.
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