home/categories/machine-learning/smith6jt-cop-skills-registry-plugins-trading-reward-scaling-calibration-skills-reward-scaling-calibration-skill-md
machine-learningdata-ai
reward-scaling-calibration
Fix phantom MaxDD values in training by calibrating reward_scale. Trigger when: (1) validation MaxDD shows 35-80% values, (2) MaxDD doesn't correlate with training quality, (3) gating thresholds seem too lenient/strict.
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smith6jt-cop
Updated 1/17/2026
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quick start
Installation and usage
Fix phantom MaxDD values in training by calibrating reward_scale. Trigger when: (1) validation MaxDD shows 35-80% values, (2) MaxDD doesn't correlate with training quality, (3) gating thresholds seem too lenient/strict.
Installation
$ install --globalskills.sh
Usage
Once installed, you can use this skill by running the following command in your terminal:
skills use reward-scaling-calibration