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Field notes on exploitation intelligence: what the data shows, where the threat model is going, and how to run a vulnerability program that keeps up.

2026-07-17 · analysis

Attack automation runs on economics - and that is your advantage

AI agents scan code, find vulnerabilities, and generate exploits end-to-end. So why hasn't prioritization become obsolete? Because tokens cost money - on both sides of the board. What the zero-day data actually says about the AI era, and how to point your defense budget where attackers point theirs.

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