Cadre d'exploitation fondé sur des preuves pour l'apprentissage GTO

Short Answer
Exploit should be conditioned, not guessed. Set repeatable triggers and only expand adjustment range in bounded windows.
Four trigger levels
Layer 1: no change before sample sufficiency. Layer 2: spot-specific deviation confirmed. Layer 3: two-week repetition checks. Layer 4: positive contribution and clear rollback conditions.
Risk controls
Cap max size changes, set minimum rollback attempts, and auto-rollback if target edges weaken. Exploit is temporary amplification, not permanent strategy replacement.
Execution checklist
- Write deviation hypothesis and counter-conditions.
- Use 20k+ hands before claiming proof.
- Use fail thresholds and revert when EV trend decays.
- Reassess weekly and keep exploit distance from GTO baseline small.