Speaking as a leader of software teams, some cross training is nice in order to spread knowledge and insight but I’d prefer to have team members be subject matter experts in their disciplines.

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its a great control mechanism, to not allow someone to become a subject matter expert in more than one discipline.

Hence the modern "goal" to be in a vertical big corporate.

I would never disallow or punish or force.