Insight feed
Essays, field notes, and working ideas.
A growing library of writing on AI, accounting, educational technology, and the systems thinking that connects them.
AI + EdTechFeatured essay
What AI Should Actually Do in Accounting Education
A practical argument for AI systems that improve feedback quality, student agency, and instructor decision-making instead of just automating tasks.
5 min readNow reading
Read articleHealthcare AccountingField note
Healthcare Accounting Needs Better Information Architecture
An exploration of how revenue cycle complexity, data flow, and operational visibility can be reframed through better systems design.
4 min readIn progress
Read articleThought LeadershipWorking draft
From Research Design to Product Design
How academic rigor, experimentation, and software prototyping can reinforce each other when building tools for learning and finance.
6 min readSeries concept
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