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i focus on how systems behave over time, observing failures and the long-term effects of decisions rather than following the latest tools.

i studied web security early on—authentication, passwords, cryptography, and real-world attack methods—which continues to shape how i design and deploy systems.

i studied ethical hacking but focus on prevention, building systems that are predictable, auditable, and inherently secure.

default to privacy, minimal infrastructure, limited dependencies.