From Spot Trainer to Session Review: A Weekly Action Loop

Short Answer
Trainer sessions are for repetition, not replacement. A weekly loop transfers behavior from simulation to table.
Weekly loop
- Pick 2 high-frequency nodes and do at least 50 trainer questions.
- Use these nodes only in sessions during the week with 10-20 real samples.
- Review by tags: error type, EV gap, and decision class.
- Next week change one variable only.
Metrics
Track grade changes, error distribution, sample coverage per tag, and top three repeat mistakes.
Risk control
Do not expand scope just because score improved; expand after real execution validates stability.