diff --git a/docs/source/basic_tutorials/train_medusa.md b/docs/source/basic_tutorials/train_medusa.md
index 76cb6bed..ba2e43b7 100644
--- a/docs/source/basic_tutorials/train_medusa.md
+++ b/docs/source/basic_tutorials/train_medusa.md
@@ -1,6 +1,6 @@
 # Train Medusa
 
-This tutorial will show you how to train a Medusa model on a dataset of your choice. Please check out the [speculation documentation](../conceptual/speculation.md) for more information on how Medusa works and speculation in general.
+This tutorial will show you how to train a Medusa model on a dataset of your choice. Please check out the [speculation documentation](../conceptual/speculation) for more information on how Medusa works and speculation in general.
 
 ## What are the benefits of training a Medusa model?
 
diff --git a/docs/source/conceptual/guidance.md b/docs/source/conceptual/guidance.md
index a566c4a6..1f3ff33a 100644
--- a/docs/source/conceptual/guidance.md
+++ b/docs/source/conceptual/guidance.md
@@ -2,11 +2,11 @@
 
 ## What is Guidance?
 
-Guidance is a feature that allows users to constrain the generation of a large language model with a specified grammar. This feature is particularly useful when you want to generate text that follows a specific structure or uses a specific set of words or produce output in a specific format.
+Guidance is a feature that allows users to constrain the generation of a large language model with a specified grammar. This feature is particularly useful when you want to generate text that follows a specific structure or uses a specific set of words or produce output in a specific format. A prominent example is JSON grammar, where the model is forced to output valid JSON.  
 
 ## How is it used?
 
-Guidance can be in many ways and the community is always finding new ways to use it. Here are some examples of how you can use guidance:
+Guidance can be implemented in many ways and the community is always finding new ways to use it. Here are some examples of how you can use guidance:
 
 Technically, guidance can be used to generate: