
An AI wellness logging and coaching app - chat-like meal, workout and weight logging with photo and barcode capture, and an AI coach with tool calling and memory - where a 500-case QA cycle raised the pass rate from 15% to 83.8% and a two-tier vision strategy cut image costs ~7×.








