What started as a simple ask — "build me a beginner workout routine" — turned into something I didn't expect: a working, pinnable digital tracker that actually changed how I thought about AI as a design tool. This is an ongoing personal project exploring how fast you can go from idea to usable product when AI is your collaborator.

Adjudicators spent hours manually cross-referencing medical records, policy law, and thick manuals just to land on a single disability rating, then checked their work again, because one mistake meant a performance hit.

When a claim was sent back to previous step as incomplete, the adjudicator sending got no productivity credit for handling it, plus had to manually re-enter information into oversized legacy forms just to process that return.