security-triage

Covers the practice of prioritizing which security flaws actually warrant a fix once discovery becomes cheap and automated. As AI systems flood teams with vulnerability findings, the leverage moves from spotting flaws to judging exploitability, blast radius, and real-world risk. Expect content on triage workflows, ranking CVEs by likelihood of exploitation, cutting noise, and allocating scarce remediation effort where it changes outcomes.

Figure picking one golden ticket from an endless treadmill of glowing tickets, AI vulnerability discovery economics

ai-vulnerability-discovery, security-triage, cve-prioritization, vulnerability-management, cybersecurity-economics

The Security Treadmill: When Finding Flaws Becomes Free, the Scarce Skill Is Deciding What's Worth Fixing

Autonomous AI systems are collapsing the cost of finding software vulnerabilities toward zero, making known-flaw supply nearly infinite. The scarce, high-leverage work has shifted from discovery to deciding which of the roughly 6% of ever-exploited CVEs actually deserve a fix.