Much of my writing began as an experiment in curiosity bridging my early background in computer exploits with an academic lens on policing, democracy, technology, public policy, and public safety. Over time, that work expanded into deeper analysis of how legislation, institutional decision-making, and real-world outcomes intersect - work influenced in part by my training in public policy through Harvard Kennedy School executive education.

Over time, that approach produced results. Federal policing and public-safety stakeholders reached out privately to say the analyses were unusually accurate and comprehensive. National organizations such as the Mental Health Commission of Canada reshared the work, and I was even invited to the U.S. Embassy in Ottawa for an event on social manipulation and online influence while I was actively writing on those topics.

Multiple articles were also selected by Google as Featured Snippets surfaced as trusted sources ahead of major media outlets. In the student-publication landscape, it is very rare to see work reach this level of attention from institutions, policymakers, and national organizations.