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.
The datasets you use to evaluate model safety are themselves a supply chain, and almost nobody is treating them that way. A senior engineer's audit of how eval corpora get poisoned, contaminated, and silently drifted.
Lessons learned from a year of enterprise AI agent deployments: what worked, what failed, and what we would do differently starting now.
Mistral Large is a strong reasoning model, but remediation is more than generating a diff. We look at what Griffin AI adds for production fix workflows.
Enterprise identity is not a paywall. It is the substrate on which every other security control depends, and it is where Mythos-class vendors quietly fall behind.
Most MCP threat models confuse protocol risk with deployment risk. Here is what the real attack surface looks like after a year of production incidents.
A decade-old sudo heap overflow, CVE-2021-3156 (Baron Samedit), let any local user gain root. Here's what's affected and how to fix it.
A deep look at how Safeguard's reachability engine combines call graph construction, symbolic analysis, and runtime evidence to reduce vulnerability noise by an order of magnitude.
A deep dive into CVE-2022-22965 (Spring4Shell): the critical Spring Framework RCE, its exploitation chain, timeline, and how to remediate it fast.
A practical, step-by-step guide to configuring AWS KMS key rotation for customer managed keys, including custom rotation periods, multi-Region keys, and monitoring.
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