Selected work in systems thinking, process design, academic operations, UX, and applied AI.
These projects show how I approach complex work: by mapping the process, identifying friction, clarifying ownership, and designing tools or workflows that make action easier to repeat.
About the Work
Project work, in this portfolio, begins with systems thinking and with a deeper question: what is the actual ontology of the workspace?
Before trying to improve a process, I try to understand what the work environment is made of. That includes formal structures, such as offices, policies, software systems, deadlines, documents, and approval paths. It also includes less visible structures, such as informal practices, inherited assumptions, local knowledge, hidden dependencies, tacit decision rules, and the ways people learn to work around ambiguity.
Many institutional problems are misread because the visible issue is treated as the whole problem. A student cannot register. A staff member repeats the same explanation. A process stalls between offices. A digital workflow produces confusion. These are not only isolated service problems. They are signals that the structure of the work has not been fully understood, represented, or made usable.
My projects usually begin there: with an attempt to model the real workspace before designing an intervention. The goal is not just to produce a document, tool, or workflow. The goal is to clarify what exists, how it relates, where authority lives, where information breaks down, and where a better support structure can be built.
Selected Projects
This page is an index of project work. Each entry points to a deeper case study, systems analysis, or developing project area.
Student Support Knowledge System
A paired analysis of the student support problem and a RAG-based workflow response.
Scholar / Engram
An academic operating system for source-grounded learning, research, writing, study, and knowledge production. Scholar is the broader platform vision, while Engram is the first developed layer: a reading, annotation, synthesis, and academic deliverable environment.
Status: Scholar platform concept with Engram prototype in active development.
Workday Student Process Documentation
A documentation and resource-consolidation project focused on making student-facing academic processes easier to understand and reuse.
Status: In development.
AI Memory and Workflow Architecture
A developing architecture for preserving project context, handoffs, shared memory, and reusable AI-assisted workflows.
Status: Early implementation. Beta workflow under active testing and debugging.
Institutional Intelligence Analysis
A systems design project for transforming institutional email threads into operational intelligence. The framework uses semantic parsing, confidence labeling, and thread-aware grouping to identify recurring student support needs, unresolved dependencies, office handoff patterns, and hidden sources of institutional friction.
Key skills: systems thinking, semantic analysis, process mapping, institutional research, knowledge management, AI-assisted workflow design.
Frame: organizational sensemaking and sociotechnical systems theory.
A user’s friction point is often a signal from a larger system.
The value of these projects is that they make hidden work visible: where information is missing, where responsibility is unclear, where a workflow depends on local knowledge, and where a recurring question points to a process that needs to be redesigned instead of explained again.