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The 'probe envs' section further down gives one method for achieving this. Here's a concrete example from my recent work, where I'm building out a parallel MCTS (tricky!). There are three tests in the section I've highlighted, all testing the ability of the MCTS to estimate the value of a state in increasingly complex circumstances. All the tests decisively pass or fail because I sub'd out the env and agent for simple, deterministic variants. More, if - say - the trivial_test which uses a single player passes, but the test_two_player fails, that tells me the problem's something to do with how I'm handling multiple players.