This sleeveless seamless training top is developed for high-output activewear programs, utilizing lightweight moisture-management yarns to support efficient sweat transfer and rapid drying. The seamless knit construction reduces panel dependency and minimizes friction points, improving production efficiency and size grading consistency. The sleeveless cut enhances upper-body mobility and simplifies structural construction, supporting scalable OEM and ODM development for performance-focused collections.