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This talk will look at CAUSALITY, an ML model generating CVE watchlist predictions. Since January 2025 it has made 150 verifiable public predictions with lead times up to ten months. In enterprise use, it is identifying sets between 8-11% containing most watchlisted CVEs. This yields larger risk reduction at lower cost and any early warning gives time back to busy teams while reducing risk.
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