After executing over 300,000 production penetration tests, Horizon3.ai argues that the hardest problem in autonomous security is not capability but operational trust and reliability. Most organizations already have too many vulnerability findings; the real challenge is distinguishing exploitable risk from noise. Real attack paths emerge from chaining weaknesses together, not from evaluating individual findings in isolation. Examples from financial services, cloud, and education environments illustrate how seemingly minor weaknesses can chain into critical compromises. The key insight: severity describes a vulnerability, but exploitability describes actual risk, and that judgment is only earned through years of production experience.
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