Blog

Writing across security, AI, software engineering, and career growth.

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Threat modeling, defense-in-depth, and the attacker's perspective on building secure systems.

Retrieval systems, evaluation pipelines, and building AI products that behave reliably.

Service boundaries, module design, and the craft of building systems that hold up as teams grow.

Growing deliberately — how to learn deeply, build evidence, and stay intentional about direction.