Consolidated fragmented fitness workflows into a single web app, pairing real-time training analytics with scientific nutrition guardrails and coach-client collaboration.
1,746
Exercise library
15+
Muscle sub-groups
Per set
Real-time PR detection
Goal-based
Adaptive macros
- Built an automated ingestion pipeline to maintain a 1,700+ exercise library with media and structured muscle mapping.
- Implemented a set-level logging system with real-time Personal Record detection and dashboard visualization.
- Delivered a scientific nutrition engine (Mifflin–St Jeor) with adaptive daily macro guardrails and guest-mode conversion.
- Enabled coach-client workflows for assigning and updating training plans remotely.
