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Shortest Social Connection Path

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Your question is Shortest Social Connection Path. Take a moment with it on the right.

Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).

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Problem

Optimize a lookup algorithm representing a social graph to find the shortest connection path between two users.