Two points random walk

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How can I build an algorithm which creates a random walk but subject to the constraint that I give the initial and final positions.

  • How can I do it? Let's say I meet a drunk guy on the street. I know from where the guy came and also where we are.

  • How would I create a possible random path in this setting? (let's simplify to $1$D problem).