You are a team of two individuals. Each with their own interests, talents and strengths. –
Allow, better yet, ENCOURAGE your spouse to pursue their own interests, to be their own person.
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Figure out how to budget for time and money (within reason, of course).
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As applicable, obtain related resources or supplies. Share articles or books.
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Listen and ask questions when they share about this interest.