Below the Surface episode 83 brings host Paul Asadoorian together with Vlad Babkin for a wide-ranging discussion about AI-assisted vulnerability discovery, the shrinking patch-to-exploit window, and why network edge appliances remain such difficult systems to defend. The episode was recorded on October 2, 2026. The conversation begins with AI’s accelerating role in both vulnerability research and exploit development.

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