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     new bd2f2f6  [docs] Update flink agents overview doc. (#243)
bd2f2f6 is described below

commit bd2f2f66f49ebf844c0200cc9cd8b9f6823abaee
Author: Xuannan <[email protected]>
AuthorDate: Sun Oct 5 20:09:58 2025 +0800

    [docs] Update flink agents overview doc. (#243)
---
 docs/content/docs/get-started/overview.md | 20 +++++++++++++-------
 1 file changed, 13 insertions(+), 7 deletions(-)

diff --git a/docs/content/docs/get-started/overview.md 
b/docs/content/docs/get-started/overview.md
index 6d8cc19..a162ccb 100644
--- a/docs/content/docs/get-started/overview.md
+++ b/docs/content/docs/get-started/overview.md
@@ -24,18 +24,24 @@ under the License.
 
 ## What is Flink Agents?
 
-{{< hint warning >}}
-**TODO**: Add a description of Flink Agents.
-{{< /hint >}}
+**Apache Flink Agents** is a brand-new sub-project from the Apache Flink 
community, providing an **open-source framework for building event-driven 
streaming agents**.
+
+Building on Flink's battle-tested streaming engine, Apache Flink Agents 
inherits **distributed, at-scale, fault-tolerant structured data processing and 
mature state management**, and adds first-class abstractions for Agentic AI 
building blocks and functionalities - **large language models (LLMs)**, 
**prompts**, **tools memory**, **dynamic orchestration**, **observability**, 
and more.
 
 ## Features
 
-{{< hint warning >}}
-**TODO**: Add the features of Flink Agents.
-{{< /hint >}}
+The key features of Apache Flink Agents include:
+- **Massive Scale and Millisecond Latency**: Processes massive-scale event 
streams in real time, leveraging Flink's distributed processing engine.
+- **Seamless Data and AI Integration**: Agents interact directly with Flink's 
DataStream and Table APIs for input and output, enabling a smooth integration 
of structured data processing and semantic AI capabilities within Flink.
+- **Exactly-Once Action Consistency**: Ensures exactly-once consistency for 
agent actions and their side effects by integrating Flink's checkpointing with 
an external write-ahead log.
+- **Familiar Agent Abstractions**: Leverages well-known AI agent concepts, 
making it easy for developers experienced with agent-based systems to quickly 
adopt and build on Apache Flink Agents without a steep learning curve.
+- **Multi-Language Supports**: Provides native APIs in both Python and Java, 
enabling seamless integration into diverse development environments and 
allowing teams to use their preferred programming language.
+- **Rich Ecosystem**: Natively integrates mainstream LLMs, vector stores from 
diverse providers, and tools or prompts hosted on MCP servers into your agents, 
while enabling customizable extensions.
+- **Observability**: Adopts an event-centric orchestration approach, where all 
agent actions are connected and controlled by events, enabling observation and 
understanding of agent behavior through the event log.
 
 ## Getting Started
 
-- [Install Flink Agents]({{< ref "docs/get-started/installation" >}})
+To get started with Apache Flink Agents, you can checkout the following 
quickstarts:
+
 - [Workflow Agent Quickstart]({{< ref 
"docs/get-started/quickstart/workflow_agent" >}})
 - [ReAct Agent Quickstart]({{< ref "docs/get-started/quickstart/react_agent" 
>}})

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