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The following commit(s) were added to refs/heads/main by this push:
     new 5a4a9e95 [hotfix] Fix typos in documentation (#500)
5a4a9e95 is described below

commit 5a4a9e9577fe511bc3da2c1e825f7c66b011b8f7
Author: Weiqing Yang <[email protected]>
AuthorDate: Tue Jan 27 23:51:52 2026 -0800

    [hotfix] Fix typos in documentation (#500)
---
 docs/content/docs/development/chat_models.md      | 2 +-
 docs/content/docs/development/embedding_models.md | 2 +-
 docs/content/docs/faq/faq.md                      | 2 +-
 docs/content/docs/get-started/installation.md     | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/content/docs/development/chat_models.md 
b/docs/content/docs/development/chat_models.md
index 7cecea68..f379149a 100644
--- a/docs/content/docs/development/chat_models.md
+++ b/docs/content/docs/development/chat_models.md
@@ -468,7 +468,7 @@ class MyAgent(Agent):
     @staticmethod
     def my_chat_model() -> ResourceDescriptor:
         return ResourceDescriptor(
-            clazz=ResourceName.ChatModel.OLLAMA_CONNECTION,
+            clazz=ResourceName.ChatModel.OLLAMA_SETUP,
             connection="ollama_connection",
             model="qwen3:8b",
             temperature=0.7,
diff --git a/docs/content/docs/development/embedding_models.md 
b/docs/content/docs/development/embedding_models.md
index 17826116..4781e43a 100644
--- a/docs/content/docs/development/embedding_models.md
+++ b/docs/content/docs/development/embedding_models.md
@@ -25,7 +25,7 @@ under the License.
 # Embedding Models
 
 {{< hint info >}}
-This page covers text-based embedding models. Flink agents does not currently 
support multimodal embeddings.
+This page covers text-based embedding models. Flink Agents does not currently 
support multimodal embeddings.
 {{< /hint >}}
 
 ## Overview
diff --git a/docs/content/docs/faq/faq.md b/docs/content/docs/faq/faq.md
index 6260008f..c892ea8b 100644
--- a/docs/content/docs/faq/faq.md
+++ b/docs/content/docs/faq/faq.md
@@ -63,7 +63,7 @@ To use cross-language resources, please test the 
functionality by deploying to a
 
 When choosing between Flink Agents' Java API and Python API, besides the 
team's experience and preferences, there's another thing needs to be 
considered. Flink Agents provides built-in integration supports for many 
echosystem providers. Some of these supports are in only one language. While 
you can still use them when building agents in another language, leveraging 
Flink Agents' cross-language supports, this comes with a limitation of not 
supporting async execution, which may bring perfo [...]
 
-The following matrix shows the native integration support status of providers 
over languages. For those marked as ❌, cross-langauge is needed thus async 
execution is not supported.
+The following matrix shows the native integration support status of providers 
over languages. For those marked as ❌, cross-language is needed thus async 
execution is not supported.
 
 **Chat Models**
 
diff --git a/docs/content/docs/get-started/installation.md 
b/docs/content/docs/get-started/installation.md
index 0ca156d5..768a1cd5 100644
--- a/docs/content/docs/get-started/installation.md
+++ b/docs/content/docs/get-started/installation.md
@@ -192,7 +192,7 @@ For execution in IDE, enable the feature `add dependencies 
with provided scope t
         <groupId>org.apache.flink</groupId>
         <artifactId>flink-agents-api</artifactId>
         <version>${flink-agents.version}</version>
-        <scope>provide</scope>
+        <scope>provided</scope>
     </dependency>
     <!-- Flink Core API -->
     <dependency>

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