diff --git a/README.md b/README.md
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+++ b/README.md
@@ -6,8 +6,8 @@ Pre-release development of high-level probabilistic programming interface for Te
 
 For a full list of code contributors based on code checkin activity, see the [GitHub contributor page](https://github.com/pymc-devs/pymc4/graphs/contributors).
 
-As PyMC4 builds upon TensorFlow, particularly the TensorFlow Probability and Edward2 modules, its design is heavily influenced by innovations introduced in these packages. In particular, early development was partially derived from a [prototype](https://colab.research.google.com/drive/15Vth0taPoTL3JmL_tw1J2IYM22ufP_1m#scrollTo=-Kcs3_9TL4bh) written by Josh Safyan.
+As PyMC4 builds upon TensorFlow, particularly the TensorFlow Probability and Edward2 modules, its design is heavily influenced by innovations introduced in these packages. In particular, early development was partially derived from a [prototype](https://github.com/tensorflow/probability/blob/9c2a4c8bbeddebded2b998027ec7111dcdfd9070/discussion/higher_level_modeling_api_demo.ipynb) written by Josh Safyan.
 
 ## License
 
-[Apache License, Version 2.0](https://github.com/pymc-devs/pymc4/blob/master/LICENSE)
\ No newline at end of file
+[Apache License, Version 2.0](https://github.com/pymc-devs/pymc4/blob/master/LICENSE)