About

I am interested in code auditing, vulnerability mechanisms, network forensics and the trust boundaries inside systems. These notes aim to make the reasoning visible: how a question is framed, what an observation establishes, and where the evidence stops.

Current topics include AI agents, tool invocation, runtime authorization and security evaluation.

An irregular charcoal ring with fine contours, scattered pixels and a copper seam — **Emergence**Local rules form a larger structure. The open center represents a boundary to understand and protect; the copper seam marks a path of inquiry.

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