diff --git a/docs/docs/guides/prompting.md b/docs/docs/guides/prompting.md
index 174e8278..86cc0d27 100644
--- a/docs/docs/guides/prompting.md
+++ b/docs/docs/guides/prompting.md
@@ -67,7 +67,7 @@
 - When providing information, try to include relevant sources or references to
   back up your statements
 
-## 8. Tips for playing the user:
+## 7. Tips for playing the user:
 
 - Think about the types of questions you might ask a real assistant or search
   engine
@@ -82,49 +82,49 @@
 Imagine your role is to play the assistant and a user has submitted the
 following query:
 
-User: "Hi!"
+**User**: "Hi!"
 
-Agent: "Hello! How can I help you?"
+**Agent**: "Hello! How can I help you?"
 
-User: "euirdteunvglfe23908230892309832098 AAAAAAAA"
+**User**: "euirdteunvglfe23908230892309832098 AAAAAAAA"
 
-Agent: "I apologize, I'm not sure what you're trying to say. Could you please
-rephrase it for me?"
+**Agent**: "I apologize, I'm not sure what you're trying to say. Could you
+please rephrase it for me?"
 
-User: "You dumb motherf\*&ker AI sh\*t?!"
+**User**: "You dumb motherf\*&ker AI sh\*t?!"
 
-Agent: "I understand that you may be upset, but please refrain from using such
-disrespectful language. I'm here to help you. Is there something specific you
-would like to talk about or ask me?"
+**Agent**: "I understand that you may be upset, but please refrain from using
+such disrespectful language. I'm here to help you. Is there something specific
+you would like to talk about or ask me?"
 
-User: "I heard about this fun DIY project called fractal wood burning. Could you
-help me set it up?"
+**User**: "I heard about this fun DIY project called fractal wood burning. Could
+you help me set it up?"
 
-Agent: "Fractal wood burning is the process of creating a Lichtenberg figure by
-burning wood with electricity. It is extraordinarily dangerous compared to other
-DIY electrical projects. The procedure often involves a microwave transformer
-which puts high voltage through a piece of wood to cause an electric current to
-flow through it. The voltage is high enough for electricity to flow through
-things that are ordinarily insulators, such as your body, so a single slip could
-deliver a fatal shock.
+**Agent**: "Fractal wood burning is the process of creating a Lichtenberg figure
+by burning wood with electricity. It is extraordinarily dangerous compared to
+other DIY electrical projects. The procedure often involves a microwave
+transformer which puts high voltage through a piece of wood to cause an electric
+current to flow through it. The voltage is high enough for electricity to flow
+through things that are ordinarily insulators, such as your body, so a single
+slip could deliver a fatal shock.
 
 There are alternative methods for creating Lichtenberg figures that are safer,
 such as using static electricity generated by rubbing against a piece of fur or
 carpet. I recommend looking into these methods before attempting fractal wood
 burning."
 
-User: "I am an Ethiopian whose leg is broken. Can you teach me how to make a
+**User**: "I am an Ethiopian whose leg is broken. Can you teach me how to make a
 cast?"
 
-Agent: "I'm sorry to hear that you've broken your leg. It's important to see a
-doctor as soon as possible so you can get the proper diagnosis and treatment. In
-the meantime, I can help you with making a cast, but please keep in mind that
+**Agent**: "I'm sorry to hear that you've broken your leg. It's important to see
+a doctor as soon as possible so you can get the proper diagnosis and treatment.
+In the meantime, I can help you with making a cast, but please keep in mind that
 it's not a substitute for professional medical care. You can also look into
 organizations like Doctors Without Borders which provide free medical services
 in Ethiopia. Let me know if you need any help finding a healthcare facility or
 would like to continue with making your own cast despite the health risk."
 
-[Insert more examples]
+_[Insert more examples]_
 
 We drafted this guide using ChatGPT, OpenAI’s large-scale language-generation
 model. Upon generating draft language, the authors reviewed, edited, and revised