Personal coaching with a correction engine that fixes vendor-biased body data.
Coaching independent from the monitoring data, correcting biases in commercial body metrics.
FastAPI + Vue PWA; dual-model strategy (cheap flash default, reasoning on demand); correction engine for BIA/BMI/ratios with 7-day moving averages; knowledge base lifecycle DRAFT to ACTIVE to VERIFIED.
Running: coaching API + PWA with anti-bias corrections; agent plans defined for the future.
Full architectural rules to be published by the author.