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Stop trying to bribe your horse. Consistently enforce the 'rules' so that your horse knows what is expected.
An interview with Buck sharing his thoughts about how to keep a horse from being confused and overwhelmed. He defines the release of pressure and how you adjust pressure to fit the horse.