From Operating Model to Product: How We Built the ROC for Detection-Speed Remediation

The article argues that fragmented risk signals across tools prevent effective prioritization and remediation, and presents an enterprise risk-management product approach that normalizes findings, ties risk to business impact, and integrates remediation. It warns that frontier AI (Anthropic's Claude Mythos Preview) can autonomously discover and chain CVEs at scale (reported >23,000 found) and compress the exploitation window, making rapid, integrated detection-to-remediation essential.