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I study how networked systems can be defended when evidence is incomplete, operational resources are limited, and some defensive decisions are increasingly automated. This perspective grew from my doctoral work on wireless networking, where contention, interference, and protocol behavior led naturally to questions of resilience and adversarial behavior. My research now centers on two established themes, network and systems security and deployable security analytics, with an emerging extension into AI-enabled cyber defense. The common thread is practical: understand system behavior, derive defensible evidence, turn that evidence into usable controls, and automate only where doing so remains transparent and governable.

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