AI risk management best practices: a lifecycle framework
NIST's AI RMF has four functions and MITRE ATLAS now tracks 84 adversarial techniques — most AI risk programs still only cover one lifecycle stage.
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.
NIST's AI RMF has four functions and MITRE ATLAS now tracks 84 adversarial techniques — most AI risk programs still only cover one lifecycle stage.
73% of open-source developers now use AI coding tools. Dynamic testing built for nightly crawls can't keep pace with apps that reshape their attack surface daily.
GitHub's Copilot Autofix cuts median fix time from 1.5 hours to 28 minutes — but a 2025 Replit agent incident shows why autonomy needs hard limits.
AI agents already research, compare, and recommend software — but the moment they hit a paywall, they stall and hand the job back to a human. Here's why that gap is expensive, and how agent-native purchasing closes it.
A practical look at container registry scanning tools — evaluation criteria, six real vendors compared fairly, and how Safeguard closes the supply-chain gaps scanning alone leaves open.
A Fortify scan still catches classic code-level flaws well, but the SAST category has moved toward faster feedback and reachability-aware prioritization since Fortify's architecture was designed.
Ingress-nginx, Apache APISIX, and other Kubernetes ingress controllers have racked up critical CVEs since 2021 — here's what actually happened.
Known vulnerabilities in dependencies aren't a detection problem — they're a triage problem. Here's how CVEs get exploited, why CVSS alone misleads, and how to prioritize fixes.
A practical buyer's guide to infrastructure drift detection tools, comparing Terraform Cloud, Spacelift, env0, driftctl-style OSS, and Safeguard.
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