SMARTFIT BY TOOLMITRAA
Adaptive Athlete Twin for Cycling and Running
SmartFIT turns recent genuine activity features into a per-athlete behavior profile that can guide route-to-activity generation without treating every athlete or sport the same.
What the Athlete Twin can learn
Cycling and running models are separated because their physiology, cadence, power and movement patterns are different.
- Typical speed or pace
- Heart-rate behavior and recovery
- Cycling cadence and coasting
- Running cadence and power
- Gradient response
- Trajectory variation
- Recording-device style and missing-data behavior
Device-specific learning
When enough activities exist from the same recorder, SmartFIT can keep a device-specific submodel so an Edge cycling computer and a running watch do not need to share one recording style.
Frequently asked questions
Is this medical or physiological measurement?
No. The Athlete Twin is a software model derived from the user’s own imported activity data and is used for simulation/calibration, not diagnosis.
Can I choose only activities recorded with one device?
Yes. Activity Library includes an optional recorder filter for Athlete Twin learning.
More SmartFIT tools
FIT Tools Suite · FIT File Editor · FIT File Repair · Smart FIT Generator · Cycling Activity Generator · Running Activity Generator · Cycling Route Builder · GPX to FIT · FIT Converter · Activity Analyzer · Activity Library · Athlete Twin · Personal Heatmap