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Hand Review8 min read

From Spot Trainer to Session Review: A Weekly Action Loop

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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

  1. Pick 2 high-frequency nodes and do at least 50 trainer questions.
  2. Use these nodes only in sessions during the week with 10-20 real samples.
  3. Review by tags: error type, EV gap, and decision class.
  4. 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.

Practice On Site

Frequently Asked Questions

What if trainer improves but table performance stays flat?
Usually a transfer issue: timing, sample size, or execution collapse under stress. Tighten scope and rebuild from fewer nodes.
Is two nodes per week enough?
For most stable learning phases, yes. Quality and repeatability are more important than breadth.

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