alibaba · kkkky123 · Nov 14, 2025 · Nov 14, 2025
diff --git a/docs_roll/docs/DesignImplementation/AgenticPipeline.md b/docs_roll/docs/DesignImplementation/AgenticPipeline.md
@@ -2,7 +2,7 @@
 
 ## Agentic Pipeline Architecture Diagram
 
-![Agentic Pipeline Architecture Diagram](../../static/img/AgenticPipeline.jpg)
+![Agentic Pipeline Architecture Diagram](https://img.alicdn.com/imgextra/i1/O1CN01WtFEA01siugMLjRsj_!!6000000005801-2-tps-4602-4230.png)
 
 ## AgenticPipeline
 

diff --git a/.../docs/DevelopmentGuide/customer_env_en.md → ...oll/docs/DevelopmentGuide/customer_env.md b/.../docs/DevelopmentGuide/customer_env_en.md → ...oll/docs/DevelopmentGuide/customer_env.md
diff --git a/.../docs/DevelopmentGuide/prompt_intro_en.md → ...oll/docs/DevelopmentGuide/prompt_intro.md b/.../docs/DevelopmentGuide/prompt_intro_en.md → ...oll/docs/DevelopmentGuide/prompt_intro.md
diff --git a/...DevelopmentGuide/support_new_models_en.md → ...cs/DevelopmentGuide/support_new_models.md b/...DevelopmentGuide/support_new_models_en.md → ...cs/DevelopmentGuide/support_new_models.md
diff --git a/docs_roll/docs/QuickStart/config_system.md b/docs_roll/docs/QuickStart/config_system.md
@@ -58,7 +58,7 @@ To better understand ROLL's configuration system, the UML diagram of RLVRConfig
 - In WorkerConfig, ModelArguments, TrainingArguments, GeneratingArguments, DataArguments, and backend StrategyArguments held by the role are defined as needed
 - WorkerConfig can be extended as needed to construct new application configurations
 
-![RLVRConfig Diagram](../../static/img/roll_config_diagram.png)
+![RLVRConfig Diagram](https://img.alicdn.com/imgextra/i2/O1CN012otRDy1m5AcR0Dcsx_!!6000000004902-2-tps-3034-1742.png)
 
 ## Mapping between YAML Configuration and PipelineConfig
 

diff --git a/docs_roll/docs/QuickStart/multi_nodes_quick_start.md b/docs_roll/docs/QuickStart/multi_nodes_quick_start.md
@@ -56,9 +56,9 @@ Notes:
 bash examples/agentic_demo/run_agentic_pipeline_frozen_lake_multi_nodes_demo.sh
 ```
 After the Ray cluster starts, you will see log examples like the following:
-![log_ray_multi_nodes](../../static/img/log_ray_multi_nodes.png)
+![log_ray_multi_nodes](https://img.alicdn.com/imgextra/i3/O1CN01sq2KKz1vBQZViSB0E_!!6000000006134-2-tps-2758-204.png)
 
-3. Configure environment variables on the worker node
+1. Configure environment variables on the worker node
 ```shell
 export MASTER_ADDR="ip of master node"
 export MASTER_PORT="port of master node" # Default: 6379
@@ -68,7 +68,7 @@ export NCCL_SOCKET_IFNAME=eth0
 export GLOO_SOCKET_IFNAME=eth0
 ```
 
-4. Connect to the Ray cluster started by the master node on the worker node:
+1. Connect to the Ray cluster started by the master node on the worker node:
 ```shell
 ray start --address='ip of master node:port of master node' --num-gpus=2
 ```

diff --git a/docs_roll/docs/QuickStart/single_node_quick_start.md b/docs_roll/docs/QuickStart/single_node_quick_start.md
@@ -41,11 +41,11 @@ bash examples/agentic_demo/run_agentic_pipeline_frozen_lake_single_node_demo.sh
 ```
 
 Example log screenshots during pipeline execution:
-![log_pipeline_start](../../static/img/log_pipeline_start.png)
+![log_pipeline_start](https://img.alicdn.com/imgextra/i2/O1CN015wRcUb1EkfZQEjpEI_!!6000000000390-2-tps-2868-650.png)
 
-![log_pipeline_in_training](../../static/img/log_pipeline_in_training.png)
+![log_pipeline_in_training](https://img.alicdn.com/imgextra/i2/O1CN01Iaiv7H1HYi4hu8Fat_!!6000000000770-2-tps-2876-904.png)
 
-![log_pipeline_complete](../../static/img/log_pipeline_complete.png)
+![log_pipeline_complete](https://img.alicdn.com/imgextra/i1/O1CN016YSeUs1F5jmtyFA5V_!!6000000000436-2-tps-1904-206.png)
 
 ## Reference: Single V100 GPU Memory Configuration Key Points
 ```yaml

diff --git a/docs_roll/docs/UserGuide/agentic/Tool_Use.md b/docs_roll/docs/UserGuide/agentic/Tool_Use.md
@@ -138,15 +138,15 @@ dapo_17k_with_python_code:
 }
 ```
 
-![math dapo + python_tool](../../../static/img/math_python_tool.png)
+![math dapo + python_tool](https://img.alicdn.com/imgextra/i1/O1CN01NNucNY1WdwqE81Une_!!6000000002812-2-tps-2268-726.png)
 
 ### QA + SearchTool
 
 #### Training Configuration
 - HotpotQA: `examples/qwen3_agentic_gem/gem_math_hotpotqa.yaml`
 - HotpotQA + Search: `examples/qwen3_agentic_gem/gem_math_hotpotqa_search.yaml`
 
-![qa + search](../../../static/img/qa_search.png)
+![qa + search](https://img.alicdn.com/imgextra/i2/O1CN01rpk4P91iCGHwx2qv6_!!6000000004376-2-tps-2262-714.png)
 
 #### Search Engine Startup Method
 

diff --git a/docs_roll/i18n/en/code.json b/docs_roll/i18n/en/code.json
@@ -480,5 +480,8 @@
   },
   "Commits": {
     "message": "Commits"
+  },
+  "Follow us on X": {
+    "message": "Follow us on X"
   }
 }
diff --git a/docs_roll/i18n/zh-Hans/code.json b/docs_roll/i18n/zh-Hans/code.json
@@ -398,7 +398,7 @@
     "message": "分布式框架"
   },
   "Ray-based distributed architecture supporting mainstream engines like vLLM, SGLang, Megatron-Core, seamlessly scaling from single machine to large GPU clusters": {
-    "message": "基于 Ray 的分布式架构，支持 vLLM、SGLang、Megatron-Core 等主流推理引擎，可无缝扩展，从单机环境平滑伸缩至大规模 GPU 集群。"
+    "message": "基于 Ray 的分布式架构，支持 vLLM、SGLang、Megatron-Core 等主流训练推理引擎，可无缝扩展，从单机环境平滑伸缩至大规模 GPU 集群。"
   },
   "Multi-task Learning": {
     "message": "多任务学习"
@@ -480,5 +480,8 @@
   },
   "Commits": {
     "message": "提交"
+  },
+  "Follow us on X": {
+    "message": "关注我们的 X 账号"
   }
 }
diff --git a/.../docusaurus-plugin-content-docs/current/DesignImplementation/AgenticPipeline.md b/.../docusaurus-plugin-content-docs/current/DesignImplementation/AgenticPipeline.md
@@ -2,7 +2,7 @@
 
 ## Agentic Pipeline 架构图
 
-![Agentic Pipeline 架构图](../../../../../static/img/AgenticPipeline.jpg)
+![Agentic Pipeline 架构图](https://img.alicdn.com/imgextra/i1/O1CN01WtFEA01siugMLjRsj_!!6000000005801-2-tps-4602-4230.png)
 
 ## AgenticPipeline
 

diff --git a/...cs/current/DevelopmentGuide/custom_env.md → .../current/DevelopmentGuide/customer_env.md b/...cs/current/DevelopmentGuide/custom_env.md → .../current/DevelopmentGuide/customer_env.md
diff --git a/...i18n/zh-Hans/docusaurus-plugin-content-docs/current/QuickStart/config_system.md b/...i18n/zh-Hans/docusaurus-plugin-content-docs/current/QuickStart/config_system.md
@@ -58,7 +58,7 @@ ROLL 使用多个参数类来组织配置：
 - WorkerConfig中按需要定义该角色持有的ModelArguments、TrainingArguments、GeneratingArguments、DataArguments, 后端StrategyArguments
 - WorkerConfig可以按需扩展，构造新的应用配置
 
-![RLVRConfig Diagram](../../../../../static/img/roll_config_diagram.png)
+![RLVRConfig Diagram](https://img.alicdn.com/imgextra/i2/O1CN012otRDy1m5AcR0Dcsx_!!6000000004902-2-tps-3034-1742.png)
 
 ## YAML 配置与 PipelineConfig 的映射关系
 

diff --git a/...ns/docusaurus-plugin-content-docs/current/QuickStart/multi_nodes_quick_start.md b/...ns/docusaurus-plugin-content-docs/current/QuickStart/multi_nodes_quick_start.md
@@ -56,9 +56,9 @@ export GLOO_SOCKET_IFNAME=eth0
 bash examples/agentic_demo/run_agentic_pipeline_frozen_lake_multi_nodes_demo.sh
 ```
 ray集群启动后，会看到下面的log示例：
-![log_ray_multi_nodes](../../../../../static/img/log_ray_multi_nodes.png)
+![log_ray_multi_nodes](https://img.alicdn.com/imgextra/i3/O1CN01sq2KKz1vBQZViSB0E_!!6000000006134-2-tps-2758-204.png)
 
-3. 在工作节点配置环境变量
+1. 在工作节点配置环境变量
 ```shell
 export MASTER_ADDR="ip of master node"
 export MASTER_PORT="port of master node" # Default: 6379
@@ -68,7 +68,7 @@ export NCCL_SOCKET_IFNAME=eth0
 export GLOO_SOCKET_IFNAME=eth0
 ```
 
-4. 在工作节点上连接主节点启动的ray集群：
+1. 在工作节点上连接主节点启动的ray集群：
 ```shell
 ray start --address='ip of master node:port of master node' --num-gpus=2
 ```

diff --git a/...ns/docusaurus-plugin-content-docs/current/QuickStart/single_node_quick_start.md b/...ns/docusaurus-plugin-content-docs/current/QuickStart/single_node_quick_start.md
@@ -41,11 +41,11 @@ bash examples/agentic_demo/run_agentic_pipeline_frozen_lake_single_node_demo.sh
 ```
 
 pipeline运行中的log截图示例：
-![log_pipeline_start](../../../../../static/img/log_pipeline_start.png)
+![log_pipeline_start](https://img.alicdn.com/imgextra/i2/O1CN015wRcUb1EkfZQEjpEI_!!6000000000390-2-tps-2868-650.png)
 
-![log_pipeline_in_training](../../../../../static/img/log_pipeline_in_training.png)
+![log_pipeline_in_training](https://img.alicdn.com/imgextra/i2/O1CN01Iaiv7H1HYi4hu8Fat_!!6000000000770-2-tps-2876-904.png)
 
-![log_pipeline_complete](../../../../../static/img/log_pipeline_complete.png)
+![log_pipeline_complete](https://img.alicdn.com/imgextra/i1/O1CN016YSeUs1F5jmtyFA5V_!!6000000000436-2-tps-1904-206.png)
 
 
 ## 参考：单卡V100显存 config修改要点

diff --git a/...8n/zh-Hans/docusaurus-plugin-content-docs/current/UserGuide/agentic/Tool_Use.md b/...8n/zh-Hans/docusaurus-plugin-content-docs/current/UserGuide/agentic/Tool_Use.md
@@ -139,7 +139,7 @@ dapo_17k_with_python_code:
 }
 ```
 
-![math dapo + python_tool](../../../../../../static/img/math_python_tool.png)
+![math dapo + python_tool](https://img.alicdn.com/imgextra/i1/O1CN01NNucNY1WdwqE81Une_!!6000000002812-2-tps-2268-726.png)
 
 
 
@@ -150,7 +150,7 @@ dapo_17k_with_python_code:
 - hoptpotqa + search: `examples/qwen3_agentic_gem/gem_math_hotpotqa_search.yaml`
 
 
-![qa + search](../../../../../../static/img/qa_search.png)
+![qa + search](https://img.alicdn.com/imgextra/i2/O1CN01rpk4P91iCGHwx2qv6_!!6000000004376-2-tps-2262-714.png)
 
 #### 搜索引擎启动方式
 

diff --git a/docs_roll/src/components/HomeContent/index.js b/docs_roll/src/components/HomeContent/index.js
@@ -1,6 +1,6 @@
 import React, { useState } from 'react';
 import { Button, Image, Divider, Col, Row, Collapse, Modal, ConfigProvider, theme } from 'antd';
-import { GithubOutlined, WechatOutlined } from '@ant-design/icons';
+import { GithubOutlined, WechatOutlined, XOutlined } from '@ant-design/icons';
 import clsx from 'clsx';
 import useBaseUrl from '@docusaurus/useBaseUrl';
 import { useColorMode } from '@docusaurus/theme-common';
@@ -49,16 +49,16 @@ export default () => {
             <Translate>{"Get Started >"}</Translate>
           </Button>
           <Button className={styles.github} target='_blank' href="https://github.com/alibaba/ROLL" variant="outlined" icon={<GithubOutlined />}>{"Github >"}</Button>
-          <Button className={styles.github} target='_blank' href="https://deepwiki.com/alibaba/ROLL" variant="outlined" icon={<Image width={14} src={useBaseUrl('/img/deepwiki.svg')} preview={false}></Image>}>{"DeepWiki >"}</Button>
+          <Button className={styles.github} target='_blank' href="https://deepwiki.com/alibaba/ROLL" variant="outlined" icon={<Image width={14} src="https://img.alicdn.com/imgextra/i3/O1CN01JUBft41wYcExwXCOK_!!6000000006320-55-tps-460-500.svg" preview={false}></Image>}>{"DeepWiki >"}</Button>
         </div>
 
         <div className={styles.mainImg}>
-          <Image className={styles.img} src={useBaseUrl('/img/home_main.png')} preview={false}></Image>
+          <Image className={styles.img} src="https://img.alicdn.com/imgextra/i2/O1CN01ZGW6zG1sXSmML15c3_!!6000000005776-2-tps-2160-1112.png" preview={false}></Image>
         </div>
 
         <div className={styles.overview}>
           <div className={styles.left}>
-            <Image className={styles.img} src={useBaseUrl('/img/icon1.svg')} preview={false}></Image>
+            <Image className={styles.img} src="https://img.alicdn.com/imgextra/i4/O1CN01t4tcSz1ZIN1sEzNnO_!!6000000003171-55-tps-54-54.svg" preview={false}></Image>
             <div>ROLL</div>
             <div>
               <Translate>Framework Overview</Translate>
@@ -94,7 +94,7 @@ export default () => {
         </div>
 
         <div className={styles.choose}>
-          <Image className={styles.img} src={useBaseUrl('/img/icon2.svg')} preview={false}></Image>
+          <Image className={styles.img} src="https://img.alicdn.com/imgextra/i3/O1CN01NwkUFs26qbxZhsz2J_!!6000000007713-55-tps-54-54.svg" preview={false}></Image>
           <div className={styles.wrap}>
             <div className={styles.left}>
               <div>
@@ -136,13 +136,13 @@ export default () => {
               </div>
             </div>
             <div className={styles.right}>
-              <Image className={styles.img} src={useBaseUrl('/img/choose.png')} preview={false}></Image>
+              <Image className={styles.img} src="https://img.alicdn.com/imgextra/i1/O1CN01ATICVH28DLERvLxi3_!!6000000007898-2-tps-1388-1228.png" preview={false}></Image>
             </div>
           </div>
         </div>
 
         <div className={styles.core} id="core">
-          <Image className={styles.img} src={useBaseUrl('/img/icon3.svg')} preview={false}></Image>
+          <Image className={styles.img} src="https://img.alicdn.com/imgextra/i4/O1CN012UiWaS1KzDqk2EhyO_!!6000000001234-55-tps-54-54.svg" preview={false}></Image>
           <div>
             <div className={styles.title}>
               <Translate>
@@ -219,7 +219,7 @@ export default () => {
         </div>
 
         <div className={styles.research} id="research">
-          <Image className={styles.img} src={useBaseUrl('/img/icon4.svg')} preview={false}></Image>
+          <Image className={styles.img} src="https://img.alicdn.com/imgextra/i1/O1CN016cZT1g1tk7L6GRZ7y_!!6000000005939-55-tps-54-54.svg" preview={false}></Image>
           <div>
             <div className={styles.title}>
               <Translate>
@@ -257,11 +257,16 @@ export default () => {
               </div>
               <div className={styles.buttons}>
                 <Button className={styles.btn} onClick={() => setOpen(true)} icon={<WechatOutlined />}><Translate>WeChat</Translate></Button>
-                <Button className={styles.github} href="https://github.com/alibaba/ROLL" variant="outlined" icon={<GithubOutlined />}>
+                <Button className={styles.github} target='_blank' href="https://github.com/alibaba/ROLL" variant="outlined" icon={<GithubOutlined />}>
                   <Translate>
                     Follow GitHub Repository
                   </Translate>
                 </Button>
+                <Button target='_blank' href="https://x.com/FutureLab2025" icon={<XOutlined />} className={styles.github} variant='outlined'>
+                  <Translate>
+                    Follow us on X
+                  </Translate>
+                </Button>
               </div>
             </div>
           </div>