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Is it possible that an RLNN generates actions by itself based on the info and observation state provided by the environment?

I'm not sure I fully understand the use but I'll hazard at something real quick and see if it helps. If the agent has a perfect knowledge of environment dynamics then the policy can deal with states ...
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