Three field guides for the people who have to make the call: when to test and how often, how to tell a real pentest from a dashboard over scanners, and how to trust an autonomous system against software you run in production. Clear, evidence-first, no hype.
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Once a year is not enough. How a security program changes when proving a vulnerability no longer needs a human for every finding, and what that means for what you test, how often, and by whom. With the exposure model and the cadence matrix.
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The questions to put to any vendor, including us, and what a good answer to each one looks like. Proof versus detection, coverage and cadence, where your data lives, and the human's place, with a one-look checklist.
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The safety case for letting an autonomous system test software you depend on: scope as a decision you make, the control surface that keeps a test inside the lines, where your data and findings are stored, and how to verify a vendor's claims yourself.
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