The poster is referring to control theory (often seen in ML as reinforcement learning), while also touching on the explore-exploit tradeoff in optimization more

The poster is referring to control theory (often seen in ML as reinforcement learning), while also touching on the explore-exploit tradeoff in optimization more generally.