writing
notes from the back of the stack.
backend, security, and the failure modes i keep finding in AI-generated code.
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Beruni vs ScoutSuite: which AWS security tool fits your team ↗ jun 18, 2026
ScoutSuite is the free Python CLI for one-off AWS audits. Beruni is the hosted, compliance-mapped scan built for SOC 2 and PCI evidence. How to choose.
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Inside IntraSec: building a client-less network vulnerability scanner apr 12, 2026
What it does, how it's shaped, and the three things I'd do differently if I started over today.
more soon.