Start with the pressure: sales, launch, abuse, agents, data, or guardrails
Topic
Public repository activity, security tooling, OpenSSF controls, and builder behavior across AI security ecosystems.
Research record
Research on active repositories, project classifications, software-security controls, and open-source implementation signals.
Connected intelligence
94.3% of observed repositories in GHArchive's bounded rolling-window sample (412 of 437) remain unclassified as AI-security-specific — the AI-native tooling ecosystem employers ask for barely exists yet.
What companies really mean by AI Security Engineer and why the operating model is lagging the technology.
Compliance automation incumbents appear in hiring language more visibly than AI-native security testing and evaluation tooling.