diff --git a/README.md b/README.md
index 1a87bc280a..79fb648e1c 100644
--- a/README.md
+++ b/README.md
@@ -10,9 +10,9 @@
   <a href="./README_tzh.md"><img alt="繁體版中文自述文件" src="https://img.shields.io/badge/繁體中文-DFE0E5"></a>
   <a href="./README_ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-DFE0E5"></a>
   <a href="./README_ko.md"><img alt="한국어" src="https://img.shields.io/badge/한국어-DFE0E5"></a>
+  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_id.md"><img alt="Bahasa Indonesia" src="https://img.shields.io/badge/Bahasa Indonesia-DFE0E5"></a>
   <a href="./README_pt_br.md"><img alt="Português(Brasil)" src="https://img.shields.io/badge/Português(Brasil)-DFE0E5"></a>
-  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_ar.md"><img alt="README in Arabic" src="https://img.shields.io/badge/Arabic-DFE0E5"></a>
   <a href="./README_tr.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-DFE0E5"></a>
 </p>
@@ -22,7 +22,7 @@
         <img src="https://img.shields.io/twitter/follow/infiniflow?logo=X&color=%20%23f5f5f5" alt="follow on X(Twitter)">
     </a>
     <a href="https://cloud.ragflow.io" target="_blank">
-        <img alt="Static Badge" src="https://img.shields.io/badge/Online-Demo-4e6b99">
+        <img alt="Static Badge" src="https://img.shields.io/badge/Get-Started-4e6b99">
     </a>
     <a href="https://hub.docker.com/r/infiniflow/ragflow" target="_blank">
         <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.1">
@@ -39,11 +39,10 @@
 </p>
 
 <h4 align="center">
+  <a href="https://cloud.ragflow.io">Cloud</a> |
   <a href="https://ragflow.io/docs/dev/">Document</a> |
   <a href="https://github.com/infiniflow/ragflow/issues/12241">Roadmap</a> |
-  <a href="https://twitter.com/infiniflowai">Twitter</a> |
-  <a href="https://discord.gg/NjYzJD3GM3">Discord</a> |
-  <a href="https://cloud.ragflow.io">Demo</a>
+  <a href="https://discord.gg/NjYzJD3GM3">Discord</a>
 </h4>
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
@@ -58,11 +57,11 @@
 <summary><b>📕 Table of Contents</b></summary>
 
 - 💡 [What is RAGFlow?](#-what-is-ragflow)
-- 🎮 [Demo](#-demo)
+- 🎮 [Get Started](#-get-started)
 - 📌 [Latest Updates](#-latest-updates)
 - 🌟 [Key Features](#-key-features)
 - 🔎 [System Architecture](#-system-architecture)
-- 🎬 [Get Started](#-get-started)
+- 🎬 [Self-Hosting](#-self-hosting)
 - 🔧 [Configurations](#-configurations)
 - 🔧 [Build a Docker image](#-build-a-docker-image)
 - 🔨 [Launch service from source for development](#-launch-service-from-source-for-development)
@@ -77,9 +76,9 @@
 
 [RAGFlow](https://ragflow.io/) is a leading open-source Retrieval-Augmented Generation ([RAG](https://ragflow.io/basics/what-is-rag)) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs. It offers a streamlined RAG workflow adaptable to enterprises of any scale. Powered by a converged [context engine](https://ragflow.io/basics/what-is-agent-context-engine) and pre-built agent templates, RAGFlow enables developers to transform complex data into high-fidelity, production-ready AI systems with exceptional efficiency and precision.
 
-## 🎮 Demo
+## 🎮 Get Started
 
-Try our demo at [https://cloud.ragflow.io](https://cloud.ragflow.io).
+Try our cloud service at [https://cloud.ragflow.io](https://cloud.ragflow.io).
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
 <img src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/image/image/chunking.gif" width="1200"/>
@@ -145,7 +144,7 @@ releases! 🌟
 <img src="https://github.com/user-attachments/assets/31b0dd6f-ca4f-445a-9457-70cb44a381b2" width="1000"/>
 </div>
 
-## 🎬 Get Started
+## 🎬 Self-Hosting
 
 ### 📝 Prerequisites
 
diff --git a/README_ar.md b/README_ar.md
index 00e31ef9d0..2147fe7b22 100644
--- a/README_ar.md
+++ b/README_ar.md
@@ -10,9 +10,9 @@
   <a href="./README_tzh.md"><img alt="繁體版中文自述文件" src="https://img.shields.io/badge/繁體中文-DFE0E5"></a>
   <a href="./README_ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-DFE0E5"></a>
   <a href="./README_ko.md"><img alt="한국어" src="https://img.shields.io/badge/한국어-DFE0E5"></a>
+  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_id.md"><img alt="Bahasa Indonesia" src="https://img.shields.io/badge/Bahasa Indonesia-DFE0E5"></a>
   <a href="./README_pt_br.md"><img alt="Português(Brasil)" src="https://img.shields.io/badge/Português(Brasil)-DFE0E5"></a>
-  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_ar.md"><img alt="README in Arabic" src="https://img.shields.io/badge/Arabic-DBEDFA"></a>
   <a href="./README_tr.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-DFE0E5"></a>
 </p>
@@ -22,7 +22,7 @@
         <img src="https://img.shields.io/twitter/follow/infiniflow?logo=X&color=%20%23f5f5f5" alt="follow on X(Twitter)">
     </a>
     <a href="https://cloud.ragflow.io" target="_blank">
-        <img alt="Static Badge" src="https://img.shields.io/badge/Online-Demo-4e6b99">
+        <img alt="Static Badge" src="https://img.shields.io/badge/Get-Started-4e6b99">
     </a>
     <a href="https://hub.docker.com/r/infiniflow/ragflow" target="_blank">
         <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.1">
@@ -39,11 +39,10 @@
 </p>
 
 <h4 align="center">
+  <a href="https://cloud.ragflow.io">Cloud</a> |
   <a href="https://ragflow.io/docs/dev/">Document</a> |
   <a href="https://github.com/infiniflow/ragflow/issues/12241">Roadmap</a> |
-  <a href="https://twitter.com/infiniflowai">Twitter</a> |
-  <a href="https://discord.gg/NjYzJD3GM3">Discord</a> |
-  <a href="https://cloud.ragflow.io">Demo</a>
+  <a href="https://discord.gg/NjYzJD3GM3">Discord</a>
 </h4>
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
@@ -58,11 +57,11 @@
 <summary><b>📕 جدول المحتويات</b></summary>
 
 - 💡 [ما هو RAGFlow؟](#-what-is-ragflow)
-- 🎮 [Demo](#-demo)
+- 🎮 [ابدأ](#-get-started)
 - 📌 [آخر التحديثات](#-latest-updates)
 - 🌟 [الميزات الرئيسية](#-key-features)
 - 🔎 [بنية النظام](#-system-architecture)
-- 🎬 [ابدأ](#-get-started)
+- 🎬 [الاستضافة الذاتية](#-self-hosting)
 - 🔧 [التكوينات](#-configurations)
 - 🔧 [إنشاء صورة Docker](#-build-a-docker-image)
 - 🔨 [إطلاق الخدمة من المصدر للتطوير](#-launch-service-from-source-for-development)
@@ -77,7 +76,7 @@
 
 يُعد مشروع [RAGFlow](https://ragflow.io/) محركًا رائدًا ومفتوح المصدر للاسترجاع المعزز بالتوليد (<bdi dir="ltr">RAG</bdi>)، ويجمع أحدث تقنيات <bdi dir="ltr">RAG</bdi> مع قدرات الوكلاء لبناء طبقة سياق متقدمة لنماذج <bdi dir="ltr">LLMs</bdi>. يوفّر سير عمل <bdi dir="ltr">RAG</bdi> مبسّطًا وقابلًا للتكيّف مع المؤسسات بمختلف أحجامها. وبالاعتماد على [محرك سياق موحّد](https://ragflow.io/basics/what-is-agent-context-engine) وقوالب وكلاء جاهزة، يتيح <bdi dir="ltr">RAGFlow</bdi> للمطورين تحويل البيانات المعقّدة إلى أنظمة <bdi dir="ltr">AI</bdi> عالية الدقة وجاهزة للإنتاج بكفاءة وموثوقية.
 
-## 🎮 Demo
+## 🎮 ابدأ
 
 جرّب النسخة التجريبية على [https://cloud.ragflow.io](https://cloud.ragflow.io).
 
@@ -145,7 +144,7 @@
 <img src="https://github.com/user-attachments/assets/31b0dd6f-ca4f-445a-9457-70cb44a381b2" width="1000"/>
 </div>
 
-## 🎬 ابدأ
+## 🎬 الاستضافة الذاتية
 
 ### 📝 المتطلبات الأساسية
 
diff --git a/README_fr.md b/README_fr.md
index c4c4849bf8..a56d2739ca 100644
--- a/README_fr.md
+++ b/README_fr.md
@@ -10,9 +10,9 @@
   <a href="./README_tzh.md"><img alt="繁體版中文自述文件" src="https://img.shields.io/badge/繁體中文-DFE0E5"></a>
   <a href="./README_ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-DFE0E5"></a>
   <a href="./README_ko.md"><img alt="한국어" src="https://img.shields.io/badge/한국어-DFE0E5"></a>
+  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DBEDFA"></a>
   <a href="./README_id.md"><img alt="Bahasa Indonesia" src="https://img.shields.io/badge/Bahasa Indonesia-DFE0E5"></a>
   <a href="./README_pt_br.md"><img alt="Português(Brasil)" src="https://img.shields.io/badge/Português(Brasil)-DFE0E5"></a>
-  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DBEDFA"></a>
   <a href="./README_ar.md"><img alt="README in Arabic" src="https://img.shields.io/badge/Arabic-DFE0E5"></a>
   <a href="./README_tr.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-DFE0E5"></a>
 </p>
@@ -22,7 +22,7 @@
         <img src="https://img.shields.io/twitter/follow/infiniflow?logo=X&color=%20%23f5f5f5" alt="suivre sur X(Twitter)">
     </a>
     <a href="https://cloud.ragflow.io" target="_blank">
-        <img alt="Badge statique" src="https://img.shields.io/badge/Online-Demo-4e6b99">
+        <img alt="Badge statique" src="https://img.shields.io/badge/Get-Started-4e6b99">
     </a>
     <a href="https://hub.docker.com/r/infiniflow/ragflow" target="_blank">
         <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.1">
@@ -39,11 +39,10 @@
 </p>
 
 <h4 align="center">
+  <a href="https://cloud.ragflow.io">Cloud</a> |
   <a href="https://ragflow.io/docs/dev/">Documentation</a> |
   <a href="https://github.com/infiniflow/ragflow/issues/12241">Roadmap</a> |
-  <a href="https://twitter.com/infiniflowai">Twitter</a> |
-  <a href="https://discord.gg/NjYzJD3GM3">Discord</a> |
-  <a href="https://cloud.ragflow.io">Démo</a>
+  <a href="https://discord.gg/NjYzJD3GM3">Discord</a>
 </h4>
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
@@ -58,11 +57,11 @@
 <summary><b>📕 Table des matières</b></summary>
 
 - 💡 [Qu'est-ce que RAGFlow?](#-quest-ce-que-ragflow)
-- 🎮 [Démo](#-démo)
+- 🎮 [Démarrage](#-démarrage)
 - 📌 [Dernières mises à jour](#-dernières-mises-à-jour)
 - 🌟 [Fonctionnalités clés](#-fonctionnalités-clés)
 - 🔎 [Architecture du système](#-architecture-du-système)
-- 🎬 [Démarrage](#-démarrage)
+- 🎬 [Auto-hébergement](#-auto-hébergement)
 - 🔧 [Configurations](#-configurations)
 - 🔧 [Construire une image Docker](#-construire-une-image-docker)
 - 🔨 [Lancer le service depuis les sources pour le développement](#-lancer-le-service-depuis-les-sources-pour-le-développement)
@@ -77,9 +76,9 @@
 
 [RAGFlow](https://ragflow.io/) est un moteur de [RAG](https://ragflow.io/basics/what-is-rag) (Retrieval-Augmented Generation) open-source de premier plan qui fusionne les technologies RAG de pointe avec des capacités Agent pour créer une couche de contexte supérieure pour les LLM. Il offre un flux de travail RAG rationalisé, adaptable aux entreprises de toute taille. Alimenté par un [moteur de contexte](https://ragflow.io/basics/what-is-agent-context-engine) convergent et des modèles d'agents préconstruits, RAGFlow permet aux développeurs de transformer des données complexes en systèmes d'IA haute-fidélité, prêts pour la production, avec une efficacité et une précision exceptionnelles.
 
-## 🎮 Démo
+## 🎮 Démarrage
 
-Essayez notre démo sur [https://cloud.ragflow.io](https://cloud.ragflow.io).
+Essayez notre service cloud sur [https://cloud.ragflow.io](https://cloud.ragflow.io).
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
 <img src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/image/image/chunking.gif" width="1200"/>
@@ -143,7 +142,7 @@ Essayez notre démo sur [https://cloud.ragflow.io](https://cloud.ragflow.io).
 <img src="https://github.com/user-attachments/assets/31b0dd6f-ca4f-445a-9457-70cb44a381b2" width="1000"/>
 </div>
 
-## 🎬 Démarrage
+## 🎬 Auto-hébergement
 
 ### 📝 Prérequis
 
diff --git a/README_id.md b/README_id.md
index c698294afc..838a7e4612 100644
--- a/README_id.md
+++ b/README_id.md
@@ -10,9 +10,9 @@
   <a href="./README_tzh.md"><img alt="繁體中文版自述文件" src="https://img.shields.io/badge/繁體中文-DFE0E5"></a>
   <a href="./README_ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-DFE0E5"></a>
   <a href="./README_ko.md"><img alt="한국어" src="https://img.shields.io/badge/한국어-DFE0E5"></a>
+  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_id.md"><img alt="Bahasa Indonesia" src="https://img.shields.io/badge/Bahasa Indonesia-DBEDFA"></a>
   <a href="./README_pt_br.md"><img alt="Português(Brasil)" src="https://img.shields.io/badge/Português(Brasil)-DFE0E5"></a>
-  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_ar.md"><img alt="README in Arabic" src="https://img.shields.io/badge/Arabic-DFE0E5"></a>
   <a href="./README_tr.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-DFE0E5"></a>
 </p>
@@ -22,7 +22,7 @@
         <img src="https://img.shields.io/twitter/follow/infiniflow?logo=X&color=%20%23f5f5f5" alt="Ikuti di X (Twitter)">
     </a>
     <a href="https://cloud.ragflow.io" target="_blank">
-        <img alt="Lencana Daring" src="https://img.shields.io/badge/Online-Demo-4e6b99">
+        <img alt="Lencana Daring" src="https://img.shields.io/badge/Get-Started-4e6b99">
     </a>
     <a href="https://hub.docker.com/r/infiniflow/ragflow" target="_blank">
         <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.1">
@@ -39,11 +39,10 @@
 </p>
 
 <h4 align="center">
+  <a href="https://cloud.ragflow.io">Cloud</a> |
   <a href="https://ragflow.io/docs/dev/">Dokumentasi</a> |
   <a href="https://github.com/infiniflow/ragflow/issues/12241">Peta Jalan</a> |
-  <a href="https://twitter.com/infiniflowai">Twitter</a> |
-  <a href="https://discord.gg/NjYzJD3GM3">Discord</a> |
-  <a href="https://cloud.ragflow.io">Demo</a>
+  <a href="https://discord.gg/NjYzJD3GM3">Discord</a>
 </h4>
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
@@ -58,11 +57,11 @@
 <summary><b>📕 Daftar Isi </b> </summary>
 
 - 💡 [Apa Itu RAGFlow?](#-apa-itu-ragflow)
-- 🎮 [Demo](#-demo)
+- 🎮 [Mulai](#-mulai)
 - 📌 [Pembaruan Terbaru](#-pembaruan-terbaru)
 - 🌟 [Fitur Utama](#-fitur-utama)
 - 🔎 [Arsitektur Sistem](#-arsitektur-sistem)
-- 🎬 [Mulai](#-mulai)
+- 🎬 [Pengelolaan Mandiri](#-pengelolaan-mandiri)
 - 🔧 [Konfigurasi](#-konfigurasi)
 - 🔧 [Membangun Image Docker](#-membangun-docker-image)
 - 🔨 [Meluncurkan aplikasi dari Sumber untuk Pengembangan](#-meluncurkan-aplikasi-dari-sumber-untuk-pengembangan)
@@ -77,9 +76,9 @@
 
 [RAGFlow](https://ragflow.io/) adalah mesin [RAG](https://ragflow.io/basics/what-is-rag) (Retrieval-Augmented Generation) open-source terkemuka yang mengintegrasikan teknologi RAG mutakhir dengan kemampuan Agent untuk menciptakan lapisan kontekstual superior bagi LLM. Menyediakan alur kerja RAG yang efisien dan dapat diadaptasi untuk perusahaan segala skala. Didukung oleh mesin konteks terkonvergensi dan template Agent yang telah dipra-bangun, RAGFlow memungkinkan pengembang mengubah data kompleks menjadi sistem AI kesetiaan-tinggi dan siap-produksi dengan efisiensi dan presisi yang luar biasa.
 
-## 🎮 Demo
+## 🎮 Mulai
 
-Coba demo kami di [https://cloud.ragflow.io](https://cloud.ragflow.io).
+Coba layanan cloud kami di [https://cloud.ragflow.io](https://cloud.ragflow.io).
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
 <img src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/image/image/chunking.gif" width="1200"/>
@@ -145,7 +144,7 @@ Coba demo kami di [https://cloud.ragflow.io](https://cloud.ragflow.io).
 <img src="https://github.com/user-attachments/assets/31b0dd6f-ca4f-445a-9457-70cb44a381b2" width="1000"/>
 </div>
 
-## 🎬 Mulai
+## 🎬 Pengelolaan Mandiri
 
 ### 📝 Prasyarat
 
diff --git a/README_ja.md b/README_ja.md
index f6cf1024ca..db0660d8d6 100644
--- a/README_ja.md
+++ b/README_ja.md
@@ -10,9 +10,9 @@
   <a href="./README_tzh.md"><img alt="繁體中文版自述文件" src="https://img.shields.io/badge/繁體中文-DFE0E5"></a>
   <a href="./README_ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-DBEDFA"></a>
   <a href="./README_ko.md"><img alt="한국어" src="https://img.shields.io/badge/한국어-DFE0E5"></a>
+  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_id.md"><img alt="Bahasa Indonesia" src="https://img.shields.io/badge/Bahasa Indonesia-DFE0E5"></a>
   <a href="./README_pt_br.md"><img alt="Português(Brasil)" src="https://img.shields.io/badge/Português(Brasil)-DFE0E5"></a>
-  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_ar.md"><img alt="README in Arabic" src="https://img.shields.io/badge/Arabic-DFE0E5"></a>
   <a href="./README_tr.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-DFE0E5"></a>
 </p>
@@ -22,7 +22,7 @@
         <img src="https://img.shields.io/twitter/follow/infiniflow?logo=X&color=%20%23f5f5f5" alt="follow on X(Twitter)">
     </a>
     <a href="https://cloud.ragflow.io" target="_blank">
-        <img alt="Static Badge" src="https://img.shields.io/badge/Online-Demo-4e6b99">
+        <img alt="Static Badge" src="https://img.shields.io/badge/Get-Started-4e6b99">
     </a>
     <a href="https://hub.docker.com/r/infiniflow/ragflow" target="_blank">
         <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.1">
@@ -39,11 +39,10 @@
 </p>
 
 <h4 align="center">
+  <a href="https://cloud.ragflow.io">Cloud</a> |
   <a href="https://ragflow.io/docs/dev/">Document</a> |
   <a href="https://github.com/infiniflow/ragflow/issues/12241">Roadmap</a> |
-  <a href="https://twitter.com/infiniflowai">Twitter</a> |
-  <a href="https://discord.gg/NjYzJD3GM3">Discord</a> |
-  <a href="https://cloud.ragflow.io">Demo</a>
+  <a href="https://discord.gg/NjYzJD3GM3">Discord</a>
 </h4>
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
@@ -58,9 +57,9 @@
 
 [RAGFlow](https://ragflow.io/) は、先進的な[RAG](https://ragflow.io/basics/what-is-rag)（Retrieval-Augmented Generation）技術と Agent 機能を融合し、大規模言語モデル（LLM）に優れたコンテキスト層を構築する最先端のオープンソース RAG エンジンです。あらゆる規模の企業に対応可能な合理化された RAG ワークフローを提供し、統合型[コンテキストエンジン](https://ragflow.io/basics/what-is-agent-context-engine)と事前構築されたAgentテンプレートにより、開発者が複雑なデータを驚異的な効率性と精度で高精細なプロダクションレディAIシステムへ変換することを可能にします。
 
-## 🎮 Demo
+## 🎮 はじめに
 
-デモをお試しください：[https://cloud.ragflow.io](https://cloud.ragflow.io)。
+当社のクラウドサービスをぜひお試しください：[https://cloud.ragflow.io](https://cloud.ragflow.io)。
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
 <img src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/image/image/chunking.gif" width="1200"/>
@@ -126,7 +125,7 @@
 <img src="https://github.com/user-attachments/assets/31b0dd6f-ca4f-445a-9457-70cb44a381b2" width="1000"/>
 </div>
 
-## 🎬 初期設定
+## 🎬 セルフホスティング
 
 ### 📝 必要条件
 
diff --git a/README_ko.md b/README_ko.md
index f6cd627761..c91bf112e2 100644
--- a/README_ko.md
+++ b/README_ko.md
@@ -10,9 +10,9 @@
   <a href="./README_tzh.md"><img alt="繁體版中文自述文件" src="https://img.shields.io/badge/繁體中文-DFE0E5"></a>
   <a href="./README_ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-DFE0E5"></a>
   <a href="./README_ko.md"><img alt="한국어" src="https://img.shields.io/badge/한국어-DBEDFA"></a>
+  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_id.md"><img alt="Bahasa Indonesia" src="https://img.shields.io/badge/Bahasa Indonesia-DFE0E5"></a>
   <a href="./README_pt_br.md"><img alt="Português(Brasil)" src="https://img.shields.io/badge/Português(Brasil)-DFE0E5"></a>
-  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_ar.md"><img alt="README in Arabic" src="https://img.shields.io/badge/Arabic-DFE0E5"></a>
   <a href="./README_tr.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-DFE0E5"></a>
 </p>
@@ -22,7 +22,7 @@
         <img src="https://img.shields.io/twitter/follow/infiniflow?logo=X&color=%20%23f5f5f5" alt="follow on X(Twitter)">
     </a>
     <a href="https://cloud.ragflow.io" target="_blank">
-        <img alt="Static Badge" src="https://img.shields.io/badge/Online-Demo-4e6b99">
+        <img alt="Static Badge" src="https://img.shields.io/badge/Get-Started-4e6b99">
     </a>
     <a href="https://hub.docker.com/r/infiniflow/ragflow" target="_blank">
         <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.1">
@@ -39,11 +39,10 @@
 </p>
 
 <h4 align="center">
+  <a href="https://cloud.ragflow.io">Cloud</a> |
   <a href="https://ragflow.io/docs/dev/">Document</a> |
   <a href="https://github.com/infiniflow/ragflow/issues/12241">Roadmap</a> |
-  <a href="https://twitter.com/infiniflowai">Twitter</a> |
-  <a href="https://discord.gg/NjYzJD3GM3">Discord</a> |
-  <a href="https://cloud.ragflow.io">Demo</a>
+  <a href="https://discord.gg/NjYzJD3GM3">Discord</a>
 </h4>
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
@@ -59,9 +58,9 @@
 
 [RAGFlow](https://ragflow.io/) 는 최첨단 [RAG](https://ragflow.io/basics/what-is-rag)(Retrieval-Augmented Generation)와 Agent 기능을 융합하여 대규모 언어 모델(LLM)을 위한 우수한 컨텍스트 계층을 생성하는 선도적인 오픈소스 RAG 엔진입니다. 모든 규모의 기업에 적용 가능한 효율적인 RAG 워크플로를 제공하며, 통합 [컨텍스트 엔진](https://ragflow.io/basics/what-is-agent-context-engine)과 사전 구축된 Agent 템플릿을 통해 개발자들이 복잡한 데이터를 예외적인 효율성과 정밀도로 고급 구현도의 프로덕션 준비 완료 AI 시스템으로 변환할 수 있도록 지원합니다.
 
-## 🎮 데모
+## 🎮 시작하기
 
-데모를 [https://cloud.ragflow.io](https://cloud.ragflow.io)에서 실행해 보세요.
+[https://cloud.ragflow.io](https://cloud.ragflow.io)에서 저희 클라우드 서비스를 이용해 보세요.
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
 <img src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/image/image/chunking.gif" width="1200"/>
@@ -127,7 +126,7 @@
 <img src="https://github.com/user-attachments/assets/31b0dd6f-ca4f-445a-9457-70cb44a381b2" width="1000"/>
 </div>
 
-## 🎬 시작하기
+## 🎬 자체 호스팅
 
 ### 📝 사전 준비 사항
 
diff --git a/README_pt_br.md b/README_pt_br.md
index 426b7d1790..36c9175e05 100644
--- a/README_pt_br.md
+++ b/README_pt_br.md
@@ -10,9 +10,9 @@
   <a href="./README_tzh.md"><img alt="繁體版中文自述文件" src="https://img.shields.io/badge/繁體中文-DFE0E5"></a>
   <a href="./README_ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-DFE0E5"></a>
   <a href="./README_ko.md"><img alt="한국어" src="https://img.shields.io/badge/한국어-DFE0E5"></a>
+  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_id.md"><img alt="Bahasa Indonesia" src="https://img.shields.io/badge/Bahasa Indonesia-DFE0E5"></a>
   <a href="./README_pt_br.md"><img alt="Português(Brasil)" src="https://img.shields.io/badge/Português(Brasil)-DBEDFA"></a>
-  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_ar.md"><img alt="README in Arabic" src="https://img.shields.io/badge/Arabic-DFE0E5"></a>
   <a href="./README_tr.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-DFE0E5"></a>
 </p>
@@ -22,7 +22,7 @@
         <img src="https://img.shields.io/twitter/follow/infiniflow?logo=X&color=%20%23f5f5f5" alt="seguir no X(Twitter)">
     </a>
     <a href="https://cloud.ragflow.io" target="_blank">
-        <img alt="Badge Estático" src="https://img.shields.io/badge/Online-Demo-4e6b99">
+        <img alt="Badge Estático" src="https://img.shields.io/badge/Get-Started-4e6b99">
     </a>
     <a href="https://hub.docker.com/r/infiniflow/ragflow" target="_blank">
         <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.1">
@@ -39,11 +39,10 @@
 </p>
 
 <h4 align="center">
+  <a href="https://cloud.ragflow.io">Cloud</a> |
   <a href="https://ragflow.io/docs/dev/">Documentação</a> |
   <a href="https://github.com/infiniflow/ragflow/issues/12241">Roadmap</a> |
-  <a href="https://twitter.com/infiniflowai">Twitter</a> |
-  <a href="https://discord.gg/NjYzJD3GM3">Discord</a> |
-  <a href="https://cloud.ragflow.io">Demo</a>
+  <a href="https://discord.gg/NjYzJD3GM3">Discord</a>
 </h4>
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
@@ -58,11 +57,11 @@
 <summary><b>📕 Índice</b></summary>
 
 - 💡 [O que é o RAGFlow?](#-o-que-é-o-ragflow)
-- 🎮 [Demo](#-demo)
+- 🎮 [Primeiros Passos](#-primeiros-passos)
 - 📌 [Últimas Atualizações](#-últimas-atualizações)
 - 🌟 [Principais Funcionalidades](#-principais-funcionalidades)
 - 🔎 [Arquitetura do Sistema](#-arquitetura-do-sistema)
-- 🎬 [Primeiros Passos](#-primeiros-passos)
+- 🎬 [Auto-hospedagem](#-auto-hospedagem)
 - 🔧 [Configurações](#-configurações)
 - 🔧 [Construir uma imagem docker sem incorporar modelos](#-construir-uma-imagem-docker-sem-incorporar-modelos)
 - 🔧 [Construir uma imagem docker incluindo modelos](#-construir-uma-imagem-docker-incluindo-modelos)
@@ -78,9 +77,9 @@
 
 [RAGFlow](https://ragflow.io/) é um mecanismo de [RAG](https://ragflow.io/basics/what-is-rag) (Retrieval-Augmented Generation) open-source líder que fusiona tecnologias RAG de ponta com funcionalidades Agent para criar uma camada contextual superior para LLMs. Oferece um fluxo de trabalho RAG otimizado adaptável a empresas de qualquer escala. Alimentado por [um motor de contexto](https://ragflow.io/basics/what-is-agent-context-engine) convergente e modelos Agent pré-construídos, o RAGFlow permite que desenvolvedores transformem dados complexos em sistemas de IA de alta fidelidade e pronto para produção com excepcional eficiência e precisão.
 
-## 🎮 Demo
+## 🎮 Primeiros Passos
 
-Experimente nossa demo em [https://cloud.ragflow.io](https://cloud.ragflow.io).
+Experimente o nosso serviço na nuvem em [https://cloud.ragflow.io](https://cloud.ragflow.io).
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
 <img src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/image/image/chunking.gif" width="1200"/>
@@ -146,7 +145,7 @@ Experimente nossa demo em [https://cloud.ragflow.io](https://cloud.ragflow.io).
 <img src="https://github.com/user-attachments/assets/31b0dd6f-ca4f-445a-9457-70cb44a381b2" width="1000"/>
 </div>
 
-## 🎬 Primeiros Passos
+## 🎬 Auto-hospedagem
 
 ### 📝 Pré-requisitos
 
diff --git a/README_tr.md b/README_tr.md
index de6ceea28e..538403683c 100644
--- a/README_tr.md
+++ b/README_tr.md
@@ -10,9 +10,9 @@
   <a href="./README_tzh.md"><img alt="繁體版中文自述文件" src="https://img.shields.io/badge/繁體中文-DFE0E5"></a>
   <a href="./README_ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-DFE0E5"></a>
   <a href="./README_ko.md"><img alt="한국어" src="https://img.shields.io/badge/한국어-DFE0E5"></a>
+  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_id.md"><img alt="Bahasa Indonesia" src="https://img.shields.io/badge/Bahasa Indonesia-DFE0E5"></a>
   <a href="./README_pt_br.md"><img alt="Português(Brasil)" src="https://img.shields.io/badge/Português(Brasil)-DFE0E5"></a>
-  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_ar.md"><img alt="README in Arabic" src="https://img.shields.io/badge/Arabic-DFE0E5"></a>
   <a href="./README_tr.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-DBEDFA"></a>
 </p>
@@ -22,7 +22,7 @@
         <img src="https://img.shields.io/twitter/follow/infiniflow?logo=X&color=%20%23f5f5f5" alt="X(Twitter)'da takip et">
     </a>
     <a href="https://cloud.ragflow.io" target="_blank">
-        <img alt="Çevrimiçi Demo" src="https://img.shields.io/badge/Online-Demo-4e6b99">
+        <img alt="Çevrimiçi Demo" src="https://img.shields.io/badge/Get-Started-4e6b99">
     </a>
     <a href="https://hub.docker.com/r/infiniflow/ragflow" target="_blank">
         <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.1">
@@ -39,11 +39,10 @@
 </p>
 
 <h4 align="center">
+  <a href="https://cloud.ragflow.io">Cloud</a> |
   <a href="https://ragflow.io/docs/dev/">Dokümantasyon</a> |
   <a href="https://github.com/infiniflow/ragflow/issues/12241">Yol Haritası</a> |
-  <a href="https://twitter.com/infiniflowai">Twitter</a> |
-  <a href="https://discord.gg/NjYzJD3GM3">Discord</a> |
-  <a href="https://cloud.ragflow.io">Demo</a>
+  <a href="https://discord.gg/NjYzJD3GM3">Discord</a> 
 </h4>
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
@@ -58,11 +57,11 @@
 <summary><b>📕 İçindekiler</b></summary>
 
 - 💡 [RAGFlow Nedir?](#-ragflow-nedir)
-- 🎮 [Demo](#-demo)
+- 🎮 [Başlarken](#-başlarken)
 - 📌 [Son Güncellemeler](#-son-güncellemeler)
 - 🌟 [Temel Özellikler](#-temel-özellikler)
 - 🔎 [Sistem Mimarisi](#-sistem-mimarisi)
-- 🎬 [Başlarken](#-başlarken)
+- 🎬 [Kendi Sunucusunda Barındırma](#-kendi-sunucusunda-barındırma)
 - 🔧 [Yapılandırmalar](#-yapılandırmalar)
 - 🔧 [Docker İmajı Oluşturma](#-docker-i̇majı-oluşturma)
 - 🔨 [Geliştirme İçin Kaynaktan Hizmet Başlatma](#-geliştirme-i̇çin-kaynaktan-hizmet-başlatma)
@@ -77,9 +76,9 @@
 
 [RAGFlow](https://ragflow.io/), derin doküman anlayışına dayalı, açık kaynaklı ve öncü bir Artırılmış Üretim ile Bilgi Erişimi ([RAG](https://ragflow.io/basics/what-is-rag)) motorudur. En son RAG teknolojisini Ajan yetenekleriyle birleştirerek LLM'ler için üstün bir bağlam katmanı oluşturur. Her ölçekteki kuruluşa uyarlanabilir, kolaylaştırılmış bir RAG iş akışı sunar. Yakınsanmış bir [bağlam motoru](https://ragflow.io/basics/what-is-agent-context-engine) ve hazır ajan şablonlarıyla donatılmış RAGFlow, geliştiricilerin karmaşık verileri yüksek doğrulukta, üretime hazır yapay zeka sistemlerine olağanüstü verimlilik ve hassasiyetle dönüştürmesini sağlar.
 
-## 🎮 Demo
+## 🎮 Başlarken
 
-Demomuzu [https://cloud.ragflow.io](https://cloud.ragflow.io) adresinden deneyebilirsiniz.
+Bulut hizmetimizi [https://cloud.ragflow.io](https://cloud.ragflow.io) adresinden deneyin.
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
 <img src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/image/image/chunking.gif" width="1200"/>
@@ -143,7 +142,7 @@ Demomuzu [https://cloud.ragflow.io](https://cloud.ragflow.io) adresinden deneyeb
 <img src="https://github.com/user-attachments/assets/31b0dd6f-ca4f-445a-9457-70cb44a381b2" width="1000"/>
 </div>
 
-## 🎬 Başlarken
+## 🎬 Kendi Sunucusunda Barındırma
 
 ### 📝 Ön Koşullar
 
diff --git a/README_tzh.md b/README_tzh.md
index 6a86cbaf33..78d2d95fd2 100644
--- a/README_tzh.md
+++ b/README_tzh.md
@@ -10,9 +10,9 @@
   <a href="./README_tzh.md"><img alt="繁體版中文自述文件" src="https://img.shields.io/badge/繁體中文-DBEDFA"></a>
   <a href="./README_ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-DFE0E5"></a>
   <a href="./README_ko.md"><img alt="한국어" src="https://img.shields.io/badge/한국어-DFE0E5"></a>
+  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_id.md"><img alt="Bahasa Indonesia" src="https://img.shields.io/badge/Bahasa Indonesia-DFE0E5"></a>
   <a href="./README_pt_br.md"><img alt="Português(Brasil)" src="https://img.shields.io/badge/Português(Brasil)-DFE0E5"></a>
-  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_ar.md"><img alt="README in Arabic" src="https://img.shields.io/badge/Arabic-DFE0E5"></a>
   <a href="./README_tr.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-DFE0E5"></a>
 </p>
@@ -22,7 +22,7 @@
         <img src="https://img.shields.io/twitter/follow/infiniflow?logo=X&color=%20%23f5f5f5" alt="follow on X(Twitter)">
     </a>
     <a href="https://cloud.ragflow.io" target="_blank">
-        <img alt="Static Badge" src="https://img.shields.io/badge/Online-Demo-4e6b99">
+        <img alt="Static Badge" src="https://img.shields.io/badge/Get-Started-4e6b99">
     </a>
     <a href="https://hub.docker.com/r/infiniflow/ragflow" target="_blank">
         <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.1">
@@ -39,11 +39,10 @@
 </p>
 
 <h4 align="center">
+  <a href="https://cloud.ragflow.io">Cloud</a> |
   <a href="https://ragflow.io/docs/dev/">Document</a> |
   <a href="https://github.com/infiniflow/ragflow/issues/12241">Roadmap</a> |
-  <a href="https://twitter.com/infiniflowai">Twitter</a> |
-  <a href="https://discord.gg/NjYzJD3GM3">Discord</a> |
-  <a href="https://cloud.ragflow.io">Demo</a>
+  <a href="https://discord.gg/NjYzJD3GM3">Discord</a>
 </h4>
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
@@ -58,11 +57,11 @@
 <summary><b>📕 目錄</b></summary>
 
 - 💡 [RAGFlow 是什麼？](#-RAGFlow-是什麼)
-- 🎮 [Demo-試用](#-demo-試用)
+- 🎮 [快速開始](#-快速開始)
 - 📌 [近期更新](#-近期更新)
 - 🌟 [主要功能](#-主要功能)
 - 🔎 [系統架構](#-系統架構)
-- 🎬 [快速開始](#-快速開始)
+- 🎬 [自行架設](#-自行架設)
 - 🔧 [系統配置](#-系統配置)
 - 🔨 [以原始碼啟動服務](#-以原始碼啟動服務)
 - 📚 [技術文檔](#-技術文檔)
@@ -77,9 +76,9 @@
 
 [RAGFlow](https://ragflow.io/) 是一款領先的開源 [RAG](https://ragflow.io/basics/what-is-rag)（Retrieval-Augmented Generation）引擎，通過融合前沿的 RAG 技術與 Agent 能力，為大型語言模型提供卓越的上下文層。它提供可適配任意規模企業的端到端 RAG 工作流，憑藉融合式[上下文引擎](https://ragflow.io/basics/what-is-agent-context-engine)與預置的 Agent 模板，助力開發者以極致效率與精度將複雜數據轉化為高可信、生產級的人工智能系統。
 
-## 🎮 Demo 試用
+## 🎮 快速開始
 
-請登入網址 [https://cloud.ragflow.io](https://cloud.ragflow.io) 試用 demo。
+請登入網址 [https://cloud.ragflow.io](https://cloud.ragflow.io) 試用雲服務。
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
 <img src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/image/image/chunking.gif" width="1200"/>
@@ -145,7 +144,7 @@
 <img src="https://github.com/user-attachments/assets/31b0dd6f-ca4f-445a-9457-70cb44a381b2" width="1000"/>
 </div>
 
-## 🎬 快速開始
+## 🎬 自行架設
 
 ### 📝 前提條件
 
diff --git a/README_zh.md b/README_zh.md
index 5b0ab67301..34d1f240ed 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -10,9 +10,9 @@
   <a href="./README_tzh.md"><img alt="繁體版中文自述文件" src="https://img.shields.io/badge/繁體中文-DFE0E5"></a>
   <a href="./README_ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-DFE0E5"></a>
   <a href="./README_ko.md"><img alt="한국어" src="https://img.shields.io/badge/한국어-DFE0E5"></a>
+  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_id.md"><img alt="Bahasa Indonesia" src="https://img.shields.io/badge/Bahasa Indonesia-DFE0E5"></a>
   <a href="./README_pt_br.md"><img alt="Português(Brasil)" src="https://img.shields.io/badge/Português(Brasil)-DFE0E5"></a>
-  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_ar.md"><img alt="README in Arabic" src="https://img.shields.io/badge/Arabic-DFE0E5"></a>
   <a href="./README_tr.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-DFE0E5"></a>
 </p>
@@ -22,7 +22,7 @@
         <img src="https://img.shields.io/twitter/follow/infiniflow?logo=X&color=%20%23f5f5f5" alt="follow on X(Twitter)">
     </a>
     <a href="https://cloud.ragflow.io" target="_blank">
-        <img alt="Static Badge" src="https://img.shields.io/badge/Online-Demo-4e6b99">
+        <img alt="Static Badge" src="https://img.shields.io/badge/Get-Started-4e6b99">
     </a>
     <a href="https://hub.docker.com/r/infiniflow/ragflow" target="_blank">
         <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.1">
@@ -39,11 +39,10 @@
 </p>
 
 <h4 align="center">
+  <a href="https://cloud.ragflow.io">Cloud</a> |
   <a href="https://ragflow.io/docs/dev/">Document</a> |
   <a href="https://github.com/infiniflow/ragflow/issues/12241">Roadmap</a> |
-  <a href="https://twitter.com/infiniflowai">Twitter</a> |
-  <a href="https://discord.gg/NjYzJD3GM3">Discord</a> |
-  <a href="https://cloud.ragflow.io">Demo</a>
+  <a href="https://discord.gg/NjYzJD3GM3">Discord</a>
 </h4>
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
@@ -58,11 +57,11 @@
 <summary><b>📕 目录</b></summary>
 
 - 💡 [RAGFlow 是什么？](#-RAGFlow-是什么)
-- 🎮 [Demo](#-demo)
+- 🎮 [快速开始](#-快速开始)
 - 📌 [近期更新](#-近期更新)
 - 🌟 [主要功能](#-主要功能)
 - 🔎 [系统架构](#-系统架构)
-- 🎬 [快速开始](#-快速开始)
+- 🎬 [自主托管](#-自主托管)
 - 🔧 [系统配置](#-系统配置)
 - 🔨 [以源代码启动服务](#-以源代码启动服务)
 - 📚 [技术文档](#-技术文档)
@@ -77,9 +76,9 @@
 
 [RAGFlow](https://ragflow.io/) 是一款领先的开源检索增强生成（[RAG](https://ragflow.io/basics/what-is-rag)）引擎，通过融合前沿的 RAG 技术与 Agent 能力，为大型语言模型提供卓越的上下文层。它提供可适配任意规模企业的端到端 RAG 工作流，凭借融合式[上下文引擎](https://ragflow.io/basics/what-is-agent-context-engine)与预置的 Agent 模板，助力开发者以极致效率与精度将复杂数据转化为高可信、生产级的人工智能系统。
 
-## 🎮 Demo 试用
+## 🎮 快速开始
 
-请登录网址 [https://cloud.ragflow.io](https://cloud.ragflow.io) 试用 demo。
+请登录网址 [https://cloud.ragflow.io](https://cloud.ragflow.io) 体验云服务。
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
 <img src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/image/image/chunking.gif" width="1200"/>
@@ -145,7 +144,7 @@
 <img src="https://github.com/user-attachments/assets/31b0dd6f-ca4f-445a-9457-70cb44a381b2" width="1000"/>
 </div>
 
-## 🎬 快速开始
+## 🎬 自主托管
 
 ### 📝 前提条件