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What techniques do you use to manage uncertainty and complexity in Artificial Intelligence IT projects?

I am working on my MSc dissertation and have read a lot of theory about complexity and uncertainty in IT project management.

Can anyone share or discuss the tools and techniques that They use in practice on AI or traditional IT projects?

Thanks in advance?


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"There is one way to find out if a man is honest: Ask him! If he says yes, you know he's crooked."

- Groucho Marx