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AI Security

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.

Jul 9, 20266 min read
Application Security

AI-driven DAST for modern applications

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.

Jul 9, 20267 min read
AI Security

AI agents in AppSec pipelines: triage, remediation, and guardrails

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.

Jul 9, 20266 min read
AI Security

Agentic Commerce: Why Your SaaS Has to Let AI Agents Buy

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.

Jul 9, 20264 min read
Buyer's Guides

Best container registry vulnerability scanning tools

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.

Jul 9, 20268 min read
Comparisons

Fortify Scan vs Modern SAST Tools: What Changed

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.

Jul 9, 20265 min read
Cloud Security

Kubernetes ingress controller vulnerability roundup

Ingress-nginx, Apache APISIX, and other Kubernetes ingress controllers have racked up critical CVEs since 2021 — here's what actually happened.

Jul 9, 20267 min read
Software Supply Chain Security

Known Vulnerabilities in Dependencies: Detection and Triage

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.

Jul 9, 20268 min read
Buyer's Guides

Best infrastructure drift detection tools

A practical buyer's guide to infrastructure drift detection tools, comparing Terraform Cloud, Spacelift, env0, driftctl-style OSS, and Safeguard.

Jul 9, 20269 min read

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