My brothers aren't cooks, but used to spend a lot of time playing steel string guitars. They would have much the same thing until their fingertips got calloused. What helped them was putting some vinegar on once they were done for the session and letting it dry.
Worked for them!
Keep it uncovered as much as possible when you're not working, let it dry.
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