What I’m studying, researching, building, and designing.

Collective-State Inference: A Computational Organization Theory for Collective-Aware Artificial Intelligence develops CSI as a general, level-aware computational organization theory of collective-state estimation. The manuscript is unpublished and currently under journal consideration. It has not yet undergone external peer review, and CSI has not yet been empirically validated. The revised framing explicitly distinguishes CSI from existing computational work on group and collective states rather than claiming priority simply for treating collective states as computational targets.

Developing the empirical strategy for comparing aggregate, relational, and CSI-oriented representations of collective-level conditions and testing when richer evidence adds value beyond simpler baselines.

Refining construct definitions, alternative composition models, evidence windows, relational and temporal features, baselines, inference procedures, uncertainty representation, and validation criteria for operational collective-state inference.

The CSI research platform brings together research articles, operational definitions, methodological artifacts, reference materials, and the evolving scholarly record. Current work continues to refine operationalization, evidence presentation, and research transparency while preserving clear distinctions between theoretical propositions, worked illustrations, and empirical validation.

Pursuing an Executive MBA in Artificial Intelligence through the University of East London in partnership with Ducere Global Business School. Current study integrates leadership, business strategy, digital transformation, finance, and applied AI with enterprise architecture practice and the broader Collective-State Inference research agenda.

Designing resilient cloud, interoperability, AI, and automation architectures across AWS and Microsoft Azure for large-scale public-sector environments. Current work spans AI integration, cloud migration and modernization, observability and operational monitoring, infrastructure-as-code, deployment automation, secure interoperability, and operational resilience across mission-critical enterprise systems.

TreeHouse Consulting Services provides architecture and modernization consulting focused on cloud platforms, resilient systems, healthcare technology, and enterprise-scale delivery. Selected completed engagements include Cordea Consulting and Impact Advisors.

Vibe Village is a live, AI-enabled social music platform available on the App Store and used by an active community of listeners. The platform combines shared listening, music discovery, interactive battles, gamification, and community-driven experiences. Current work focuses on evolving the product through real-world use—advancing its AI capabilities, platform architecture, user experience, intellectual-property portfolio, and mechanisms for creating more engaging collective music experiences.