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Update README.md to add missing link to Gymansium (#439)

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README.md

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   <img src="figures/door-key-curriculum.gif" width=200 alt="Figure Door Key Curriculum">
 </p>
 
-The Minigrid library contains a collection of discrete grid-world environments to conduct research on Reinforcement Learning. The environments follow the [Gymnasium]() standard API and they are designed to be lightweight, fast, and easily customizable. 
+The Minigrid library contains a collection of discrete grid-world environments to conduct research on Reinforcement Learning. The environments follow the [Gymnasium](https://github.com/Farama-Foundation/Gymnasium) standard API and they are designed to be lightweight, fast, and easily customizable. 
 
 The documentation website is at [minigrid.farama.org](https://minigrid.farama.org/), and we have a public discord server (which we also use to coordinate development work) that you can join here: [https://discord.gg/bnJ6kubTg6](https://discord.gg/bnJ6kubTg6)