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I'm trying to get familiar with constraint programming.

All documentation/videos I've seen so far just contain a description of top-level concepts and code examples based on CP-libraries utilization (like Choko, Gecode, JaCoP, etc).

I'd like to implement at least something simple in Java without any libraries.

Are there any resources where I can find the working code in Java/C#/C++/Python which implements main CP ideas? (at least "send more money" problem-solution).

(or, maybe, if somebody can explain it here, it would be great).

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Choco is a Free Open-Source Java library committed to Constraint Programming. The user models its problem in a declarative way by stating the set of constraints that need to be satisfied in every solution. Then, the query is solved by alternating constraint filtering algorithms with a search mechanism. 

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