diff --git a/README.md b/README.md
index 80d85f4201..fa34a3e7d0 100644
--- a/README.md
+++ b/README.md
@@ -152,6 +152,7 @@ releases! 🌟
 - RAM >= 16 GB
 - Disk >= 50 GB
 - Docker >= 24.0.0 & Docker Compose >= v2.26.1
+- Python >= 3.13
 - [gVisor](https://gvisor.dev/docs/user_guide/install/): Required only if you intend to use the code executor (sandbox) feature of RAGFlow.
 
 > [!TIP]
diff --git a/README_ar.md b/README_ar.md
index 9fe02bdb48..808f634674 100644
--- a/README_ar.md
+++ b/README_ar.md
@@ -152,6 +152,7 @@
 - الرام >= 16 جيجا
 - القرص >= 50 جيجا بايت
 - Docker >= 24.0.0 & Docker Compose >= v2.26.1
+- بايثون >= 3.13
 - [gVisor](https://gvisor.dev/docs/user_guide/install/): مطلوب فقط إذا كنت تنوي استخدام ميزة منفذ التعليمات البرمجية (وضع الحماية) لـ RAGFlow.
 
 > [!TIP]
diff --git a/README_fr.md b/README_fr.md
index 135cc3865a..60c5161055 100644
--- a/README_fr.md
+++ b/README_fr.md
@@ -150,6 +150,7 @@ Essayez notre service cloud sur [https://cloud.ragflow.io](https://cloud.ragflow
 - RAM >= 16 Go
 - Disque >= 50 Go
 - Docker >= 24.0.0 & Docker Compose >= v2.26.1
+- Python >= 3.13
 - [gVisor](https://gvisor.dev/docs/user_guide/install/) : Requis uniquement si vous souhaitez utiliser la fonctionnalité d'exécuteur de code (sandbox) de RAGFlow.
 
 > [!TIP]
diff --git a/README_id.md b/README_id.md
index e9582d3715..69d7940f85 100644
--- a/README_id.md
+++ b/README_id.md
@@ -152,6 +152,7 @@ Coba layanan cloud kami di [https://cloud.ragflow.io](https://cloud.ragflow.io).
 - RAM >= 16 GB
 - Disk >= 50 GB
 - Docker >= 24.0.0 & Docker Compose >= v2.26.1
+- Python >= 3.13
 - [gVisor](https://gvisor.dev/docs/user_guide/install/): Hanya diperlukan jika Anda ingin menggunakan fitur eksekutor kode (sandbox) dari RAGFlow.
 
 > [!TIP]
diff --git a/README_ja.md b/README_ja.md
index e5b4529461..32bf5a1ecd 100644
--- a/README_ja.md
+++ b/README_ja.md
@@ -133,6 +133,7 @@
 - RAM >= 16 GB
 - Disk >= 50 GB
 - Docker >= 24.0.0 & Docker Compose >= v2.26.1
+- Python >= 3.13
 - [gVisor](https://gvisor.dev/docs/user_guide/install/): RAGFlowのコード実行（サンドボックス）機能を利用する場合のみ必要です。
 
 > [!TIP]
diff --git a/README_ko.md b/README_ko.md
index 281d772385..bdb5632492 100644
--- a/README_ko.md
+++ b/README_ko.md
@@ -134,6 +134,7 @@
 - RAM >= 16 GB
 - Disk >= 50 GB
 - Docker >= 24.0.0 & Docker Compose >= v2.26.1
+- Python >= 3.13
 - [gVisor](https://gvisor.dev/docs/user_guide/install/): RAGFlow의 코드 실행기(샌드박스) 기능을 사용하려는 경우에만 필요합니다.
 
 > [!TIP]
diff --git a/README_pt_br.md b/README_pt_br.md
index 66a6e35e86..5ce67d1b96 100644
--- a/README_pt_br.md
+++ b/README_pt_br.md
@@ -153,6 +153,7 @@ Experimente o nosso serviço na nuvem em [https://cloud.ragflow.io](https://clou
 - RAM >= 16 GB
 - Disco >= 50 GB
 - Docker >= 24.0.0 & Docker Compose >= v2.26.1
+- Python >= 3.13
 - [gVisor](https://gvisor.dev/docs/user_guide/install/): Necessário apenas se você pretende usar o recurso de executor de código (sandbox) do RAGFlow.
 
 > [!TIP]
diff --git a/README_tr.md b/README_tr.md
index 64de012e6a..9b8f4d578f 100644
--- a/README_tr.md
+++ b/README_tr.md
@@ -150,6 +150,7 @@ Bulut hizmetimizi [https://cloud.ragflow.io](https://cloud.ragflow.io) adresinde
 - RAM >= 16 GB
 - Disk >= 50 GB
 - Docker >= 24.0.0 & Docker Compose >= v2.26.1
+- Python >= 3.13
 - [gVisor](https://gvisor.dev/docs/user_guide/install/): Yalnızca RAGFlow'un kod çalıştırıcı (sandbox) özelliğini kullanmayı planlıyorsanız gereklidir.
 
 > [!TIP]
diff --git a/README_tzh.md b/README_tzh.md
index 4a9e5fc4de..560e7c4d7d 100644
--- a/README_tzh.md
+++ b/README_tzh.md
@@ -152,6 +152,7 @@
 - RAM >= 16 GB
 - Disk >= 50 GB
 - Docker >= 24.0.0 & Docker Compose >= v2.26.1
+- Python >= 3.13
 - [gVisor](https://gvisor.dev/docs/user_guide/install/): 僅在您打算使用 RAGFlow 的代碼執行器（沙箱）功能時才需要安裝。
 
 > [!TIP]
diff --git a/README_zh.md b/README_zh.md
index 18de3b8223..0b7ec7901a 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -152,6 +152,7 @@
 - RAM >= 16 GB
 - Disk >= 50 GB
 - Docker >= 24.0.0 & Docker Compose >= v2.26.1
+- Python >= 3.13
 - [gVisor](https://gvisor.dev/docs/user_guide/install/): 仅在你打算使用 RAGFlow 的代码执行器（沙箱）功能时才需要安装。
 
 > [!TIP]
diff --git a/docs/quickstart.mdx b/docs/quickstart.mdx
index 0beacb2f99..f23c2b6b60 100644
--- a/docs/quickstart.mdx
+++ b/docs/quickstart.mdx
@@ -30,7 +30,8 @@ If you are on an ARM platform, follow [this guide](./develop/build_docker_image.
 - CPU ≥ 4 cores (x86);
 - RAM ≥ 16 GB;
 - Disk ≥ 50 GB;
-- Docker ≥ 24.0.0 & Docker Compose ≥ v2.26.1.
+- Docker ≥ 24.0.0 & Docker Compose ≥ v2.26.1;
+- Python ≥ 3.13;
 - [gVisor](https://gvisor.dev/docs/user_guide/install/): Required only if you intend to use the code executor ([sandbox](https://github.com/infiniflow/ragflow/tree/main/sandbox)) feature of RAGFlow.
 
 :::tip NOTE
diff --git a/docs/release_notes.md b/docs/release_notes.md
index 3c99964f89..ad70220a9e 100644
--- a/docs/release_notes.md
+++ b/docs/release_notes.md
@@ -24,7 +24,7 @@ Released on May 20, 2026.
 - Introduces Redis-based caching for Text-to-Speech model outputs, eliminating redundant API calls for identical text to reduce latency and save provider quota. [#14851](https://github.com/infiniflow/ragflow/pull/14851)
 - Reduces server startup time by 5-9 seconds and saves roughly 200MB of memory by replacing heavy module-level imports with lazy runtime loading. [#14973](https://github.com/infiniflow/ragflow/pull/14973)
 - Optimizes the connector dashboard. [#14979](https://github.com/infiniflow/ragflow/pull/14979)
-- Bumps minimum supported Python version to 3.13. [#14767](https://github.com/infiniflow/ragflow/pull/14767)
+- Increases minimum supported Python version to 3.13. [#14767](https://github.com/infiniflow/ragflow/pull/14767)
 
 ### Bug fixes
 
@@ -38,8 +38,8 @@ Released on May 20, 2026.
 - Chat file attachment loss. [#13993](https://github.com/infiniflow/ragflow/pull/13993)
 - IMAP multi-address parsing [#15006](https://github.com/infiniflow/ragflow/pull/15006)
 - Langfuse token usage reporting. [#13294](https://github.com/infiniflow/ragflow/pull/13294)
-- Reranking robustness. [#14264](https://github.com/infiniflow/ragflow/pull/14264)
-- Bumps nginx to 1.31.0. [#14928](https://github.com/infiniflow/ragflow/issues/14928)[#15007](https://github.com/infiniflow/ragflow/pull/15007)
+- Enhances the stability and fault tolerance of the reranking module by implementing network timeouts, crash-prevention safeguards, and specific provider bug fixes. [#14264](https://github.com/infiniflow/ragflow/pull/14264)
+- Increases minimum supported Nginx to 1.31.0. [#14928](https://github.com/infiniflow/ragflow/issues/14928)[#15007](https://github.com/infiniflow/ragflow/pull/15007)
 
 ## v0.25.4