Strategy8 min read
Evidence-First Exploit Framework for GTO Learning
exploitevidencestatsdecision
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.
Practice On Site
