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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:
 
@@ -76,7 +76,7 @@ There are two main ways to use guidance; you can either use the `/generate` endp
 
 Under the hood tools are a special case of grammars that allows the model to choose one or none of the provided tools.
 
-Please refer to [using guidance](../basic_tutorial/using_guidance) for more examples and details on how to use guidance in Python, JavaScript, and cURL.
+Please refer to [using guidance](../basic_tutorials/using_guidance) for more examples and details on how to use guidance in Python, JavaScript, and cURL.
 
 ### Getting the most out of guidance
 

docs/source/conceptual/speculation.md

@@ -27,7 +27,7 @@ You can check a few existing  fine-tunes for popular models:
 - [text-generation-inference/Mistral-7B-Instruct-v0.2-medusa](https://huggingface.co/text-generation-inference/Mistral-7B-Instruct-v0.2-medusa)
 
 
-In order to create your own medusa heads for your own finetune, you should check own the original medusa repo. [https://github.com/FasterDecoding/Medusa](https://github.com/FasterDecoding/Medusa)
+In order to create your own medusa heads for your own finetune, you should check own the original medusa repo. [../basic_tutorials/train_medusa.md](../basic_tutorials/train_medusa.md)
 
 
 In order to use medusa models in TGI, simply point to a medusa enabled model, and everything will load automatically.