diff --git a/en/ai/ai-providers-and-api-keys.md b/en/ai/ai-providers-and-api-keys.md
index 796de3c4d..475fa4201 100644
--- a/en/ai/ai-providers-and-api-keys.md
+++ b/en/ai/ai-providers-and-api-keys.md
@@ -63,8 +63,8 @@ Now you need to copy and paste it in JabRef preferences. To do this:
 1. Launch JabRef
 2. Go "File" -> "Preferences" -> "AI" (a new tab!)
 3. Check "Enable chatting with PDFs"
-3. Paste the key into "OpenAI token"
-9. Click "Save"
+4. Paste the key into "OpenAI token"
+5. Click "Save"
 
 If you have some money on your credit balance, you can chat with your library!
 
@@ -90,8 +90,8 @@ You don't have to pay any cent for Hugging Face in order to send requests to LLM
 1. Launch JabRef
 2. Go "File" -> "Preferences" -> "AI" (a new tab!)
 3. Check "Enable chatting with PDFs"
-3. Paste the key into "OpenAI token"
-9. Click "Save"
+4. Paste the key into "OpenAI token"
+5. Click "Save"
 
 If you have some money on your credit balance, you can chat with your library!
 
diff --git a/en/ai/local-llm.md b/en/ai/local-llm.md
index 0163e13fd..25e15d2f3 100644
--- a/en/ai/local-llm.md
+++ b/en/ai/local-llm.md
@@ -1,6 +1,7 @@
 ## BONUS: running a local LLM model
 
 Notice:
+
 1. This tutorial is intended for expert users
 2. Local LLM model requires a lot of computational power
 3. Smaller models typically have less performance then bigger ones like OpenAI models
@@ -10,6 +11,7 @@ Notice:
 You can use any program that will create a server with OpenAI compatible API.
 
 After you started your service, you can do this:
+
 1. The "Chat Model" field in AI preference is editable, so you can write any model you have downloaded
 2. There is a field "API base URL" in "Expert Settings" where you need to supply the address of an OpenAI API compatible server
 
diff --git a/en/ai/preferences.md b/en/ai/preferences.md
index 67d01cde8..4d9cc8cff 100644
--- a/en/ai/preferences.md
+++ b/en/ai/preferences.md
@@ -8,7 +8,7 @@ Here are some new options in the JabRef preferences.
 - "AI provider": you can choose either OpenAI, Mistral AI, or Hugging Face
 - "Chat model": choose the model you like (for OpenAI we recommend `gpt-4o-mini`, as it the cheapest and fastest)
 - "API token": here you write your API token
-- "Expert settings": here you can change the parameters that affect how AI will generate your answers. If you don't understand the meaning of those settings, don't worry! We have experimented a lot and found the best parameters for you! But if you are curious, then you can refer to [user documentation]()
+- "Expert settings": here you can change the parameters that affect how AI will generate your answers. If you don't understand the meaning of those settings, don't worry! We have experimented a lot and found the best parameters for you! But if you are curious, then you can refer to the AI expert settings section.
 
 ## AI expert settings