diff --git a/aider/website/docs/llms.md b/aider/website/docs/llms.md
index 939bbef87..1e30795f8 100644
--- a/aider/website/docs/llms.md
+++ b/aider/website/docs/llms.md
@@ -19,7 +19,7 @@ Aider works best with these models, which are skilled at editing code:
 - [GPT-4o](/docs/llms/openai.html)
 - [Claude 3.5 Sonnet](/docs/llms/anthropic.html)
 - [Claude 3 Opus](/docs/llms/anthropic.html)
-- [DeepSeek Coder V2](/docs/llms/deepseek.html)
+- [DeepSeek V3](/docs/llms/deepseek.html)
 
 
 ## Free models
diff --git a/aider/website/docs/llms/deepseek.md b/aider/website/docs/llms/deepseek.md
index 361758427..d1f8ebfbf 100644
--- a/aider/website/docs/llms/deepseek.md
+++ b/aider/website/docs/llms/deepseek.md
@@ -6,7 +6,7 @@ nav_order: 500
 # DeepSeek
 
 Aider can connect to the DeepSeek.com API.
-The DeepSeek Coder V2 model has a top score on aider's code editing benchmark.
+The DeepSeek Chat V3 model has a top score on aider's code editing benchmark.
 
 ```
 python -m pip install -U aider-chat
@@ -14,7 +14,7 @@ python -m pip install -U aider-chat
 export DEEPSEEK_API_KEY=<key> # Mac/Linux
 setx   DEEPSEEK_API_KEY <key> # Windows, restart shell after setx
 
-# Use DeepSeek Coder V2
+# Use DeepSeek Chat v3
 aider --deepseek
 ```
 
diff --git a/aider/website/docs/usage/caching.md b/aider/website/docs/usage/caching.md
index f79bc6d9c..3173a3e83 100644
--- a/aider/website/docs/usage/caching.md
+++ b/aider/website/docs/usage/caching.md
@@ -4,14 +4,13 @@ highlight_image: /assets/prompt-caching.jpg
 parent: Usage
 nav_order: 750
 description: Aider supports prompt caching for cost savings and faster coding.
-
 ---
 
 # Prompt caching
 
 Aider supports prompt caching for cost savings and faster coding.
 Currently Anthropic provides caching for Sonnet and Haiku,
-and DeepSeek provides caching for Coder.
+and DeepSeek provides caching for Chat.
 
 Aider organizes the chat history to try and cache:
 
@@ -48,4 +47,3 @@ every 5 minutes to keep the cache warm.
 Aider will ping up to `N` times over a period of `N*5` minutes
 after each message you send.
 
-