Case study
AI-supported student-work analysis
A teacher-co-designed prototype for analyzing student writing, aligning feedback to a rubric, and surfacing class-wide trends in Wauwatosa.
Notes and working examples from AW
A public notebook · Portland, OR
I build and study AI products for learning, care, and other high-context work. This is where I share the useful parts: decisions, prototypes, failures, and patterns worth reusing.
Things you can study or try
Case study
A teacher-co-designed prototype for analyzing student writing, aligning feedback to a rubric, and surfacing class-wide trends in Wauwatosa.
Open source
An installable role combining curriculum resource finding with a four-phase pacing workflow for teachers and instructional leaders.
Open source
An Azure-based workflow for transcribing classroom audio, identifying teacher and student voices, and supporting discussion analysis.
Native app
A SwiftUI iOS and tvOS app for drawing from a 10,734-film Letterboxd list while filtering watched titles and optional buzz kills.
Smaller tools and focused explorations
Live beta
An experimental agent-friendly interface for retrieving and making use of open educational resources from OpenSciEd.
Open source
A conversational planning workflow that keeps the teacher in control of calendar, sequence, and pacing decisions.
About
My work brings together product development, learning design, user experience, and applied AI. Helpful solutions need to be capable, adaptable, and clear. I have worked in education and healthcare, where context matters and confident shortcuts can do real harm. I am fascinated by how people use technology to make chores easier and unlock discovery. I use this notebook space to share examples and invite curiosity.