Uploaded May 2026 | Updated September 2026, 3 hours ago
Saeed Abbasi (Qualys Threat Research Unit (TRU), US)
Edge infrastructure represents one of the most targeted yet structurally challenging attack surfaces in the modern enterprise. While endpoint remediation has achieved highly optimized velocity through automation, perimeter devices—including firewalls, VPNs, secure remote access gateways, and core networking equipment—face significant operational friction. This session explores the weaponization gap: the exact delta between the moment an exploit becomes active in the wild and the moment an organization actually achieves remediation.
Leveraging a longitudinal dataset of 20 million KEV vulnerability detection events (2021–2025), we applied survival analysis exclusively to weaponized edge infrastructure. The findings challenge standard compliance-driven prioritization models by comparing the timelines of regulatory catalog additions against real-world exploitation. We will map the empirical survival probability of these edge CVEs, demonstrating that the median enterprise remains unknowingly exposed for weeks after weaponization, and outline the abandonment threshold at which unpatched assets transition into permanent, chronic risk.
Attendees will leave with actionable, segmented survival curves and vendor- and industry-specific remediation benchmarks. By shifting focus from blended MTTR to weaponization-relative timelines, vulnerability managers and PSIRT teams can accurately quantify the attacker’s advantage and pivot from reactive compliance to structural perimeter resilience.
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As Senior Manager of Security Research at the Qualys Threat Research Unit (TRU), Saeed Abbasi stands at the intersection of product innovation and cutting-edge vulnerability research. With a career spanning over 10 years, he specializes in defining product roadmaps to secure infrastructure against evolving threats, which safeguard organizations worldwide. Saeed is a prominent voice in the global cybersecurity conversation. He is widely quoted in top-tier media, including The Wall Street Journal, Forbes, Computer Weekly, and Infosecurity Magazine. Committed to knowledge sharing, he hosts popular educational webinars (e.g., the monthly "This Month in Vulnerabilities and Patches" webinar) and provides practitioner-focused guidance that empowers IT teams to adopt proactive security postures.
Saeed Abbasi (Qualys Threat Research Unit (TRU), US)
Edge infrastructure represents one of the most targeted yet structurally challenging attack surfaces in the modern enterprise. While endpoint remediation has achieved highly optimized velocity through automation, perimeter devices—including firewalls, VPNs, secure remote access gateways, and core networking equipment—face significant operational friction. This session explores the weaponization gap: the exact delta between the moment an exploit becomes active in the wild and the moment an organization actually achieves remediation.
Leveraging a longitudinal dataset of 20 million KEV vulnerability detection events (2021–2025), we applied survival analysis exclusively to weaponized edge infrastructure. The findings challenge standard compliance-driven prioritization models by comparing the timelines of regulatory catalog additions against real-world exploitation. We will map the empirical survival probability of these edge CVEs, demonstrating that the median enterprise remains unknowingly exposed for weeks after weaponization, and outline the abandonment threshold at which unpatched assets transition into permanent, chronic risk.
Attendees will leave with actionable, segmented survival curves and vendor- and industry-specific remediation benchmarks. By shifting focus from blended MTTR to weaponization-relative timelines, vulnerability managers and PSIRT teams can accurately quantify the attacker’s advantage and pivot from reactive compliance to structural perimeter resilience.
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As Senior Manager of Security Research at the Qualys Threat Research Unit (TRU), Saeed Abbasi stands at the intersection of product innovation and cutting-edge vulnerability research. With a career spanning over 10 years, he specializes in defining product roadmaps to secure infrastructure against evolving threats, which safeguard organizations worldwide. Saeed is a prominent voice in the global cybersecurity conversation. He is widely quoted in top-tier media, including The Wall Street Journal, Forbes, Computer Weekly, and Infosecurity Magazine. Committed to knowledge sharing, he hosts popular educational webinars (e.g., the monthly "This Month in Vulnerabilities and Patches" webinar) and provides practitioner-focused guidance that empowers IT teams to adopt proactive security postures.
