The Shift Left of Boom: Making Cyberthreat Prevention Practical Again 

This article discusses how organic growth of disparate security tools, frequent updates, and siloed ownership create administrative burden, blind spots, and ineffective prevention; it argues that exposure assessment platforms lack context and prioritization, and proposes agentic AI to analyze configurations across tools, prioritize high-risk exposures, create actionable remediation tasks, and optionally stage fixes to enable continuous, proactive prevention rather than reactive incident response.