diff --git a/.github/workflows/issue-check-inactive.yml b/.github/workflows/issue-check-inactive.yml
index e3cb873a64..399dd5adb1 100644
--- a/.github/workflows/issue-check-inactive.yml
+++ b/.github/workflows/issue-check-inactive.yml
@@ -4,14 +4,42 @@ on:
   schedule:
     - cron: "0 0 * * *"
 
+permissions:
+  issues: write
+
 jobs:
   issue-check-inactive:
     runs-on: ubuntu-latest
     steps:
-      - name: check-inactive
-        uses: actions-cool/issues-helper@v2
-        with:
-          actions: 'check-inactive'
-          inactive-label: 'stale'
-          inactive-day: 30
-          exclude-labels: 'announcement'
+      - name: Label inactive issues as stale
+        env:
+          GH_TOKEN: ${{ github.token }}
+          INACTIVE_DAY: "30"
+          INACTIVE_LABEL: "stale"
+          EXCLUDE_LABEL: "announcement"
+        run: |
+          set -euo pipefail
+          cutoff="$(date -u -d "${INACTIVE_DAY} days ago" +%Y-%m-%dT%H:%M:%SZ)"
+
+          gh issue list \
+            --repo "${{ github.repository }}" \
+            --state open \
+            --limit 1000 \
+            --json number,labels,updatedAt \
+          | jq -c \
+            --arg cutoff "$cutoff" \
+            --arg inactive "$INACTIVE_LABEL" \
+            --arg exclude "$EXCLUDE_LABEL" \
+            '
+              .[]
+              | select(.updatedAt < $cutoff)
+              | select([.labels[].name] | index($exclude) | not)
+              | select([.labels[].name] | index($inactive) | not)
+            ' \
+          | while IFS= read -r issue; do
+              number="$(echo "$issue" | jq -r .number)"
+              echo "Marking issue #${number} as ${INACTIVE_LABEL}"
+              gh issue edit "$number" \
+                --repo "${{ github.repository }}" \
+                --add-label "$INACTIVE_LABEL"
+            done
diff --git a/.github/workflows/issue-close-require.yml b/.github/workflows/issue-close-require.yml
index 766d69d45c..c64a51b8be 100644
--- a/.github/workflows/issue-close-require.yml
+++ b/.github/workflows/issue-close-require.yml
@@ -4,17 +4,41 @@ on:
   schedule:
     - cron: "0 1 * * *"
 
+permissions:
+  issues: write
+
 jobs:
   issue-close-require:
     runs-on: ubuntu-latest
     steps:
-      - name: need reproduce
-        uses: actions-cool/issues-helper@v2
-        with:
-          actions: 'close-issues'
-          labels: 'stale,state/awaiting user feedback'
-          inactive-day: 7
-          body: |
-            If you do not provide feedback for more than 37 days, we will close the issue and you can either reopen it or submit a new issue.
+      - name: Close inactive issues awaiting user feedback
+        env:
+          GH_TOKEN: ${{ github.token }}
+          INACTIVE_DAY: "7"
+        run: |
+          set -euo pipefail
+          cutoff="$(date -u -d "${INACTIVE_DAY} days ago" +%Y-%m-%dT%H:%M:%SZ)"
+          body="$(cat <<'EOF'
+          If you do not provide feedback for more than 37 days, we will close the issue and you can either reopen it or submit a new issue.
 
-            您超过 37 天未反馈信息，我们将关闭该 issue，如有需求您可以重新打开或者提交新的 issue。
+          您超过 37 天未反馈信息，我们将关闭该 issue，如有需求您可以重新打开或者提交新的 issue。
+          EOF
+          )"
+          # Trim leading indentation from heredoc lines for a cleaner comment.
+          body="$(printf '%s\n' "$body" | sed 's/^[[:space:]]*//')"
+
+          gh issue list \
+            --repo "${{ github.repository }}" \
+            --state open \
+            --label "stale" \
+            --label "state/awaiting user feedback" \
+            --limit 1000 \
+            --json number,updatedAt \
+          | jq -c --arg cutoff "$cutoff" '.[] | select(.updatedAt < $cutoff)' \
+          | while IFS= read -r issue; do
+              number="$(echo "$issue" | jq -r .number)"
+              echo "Closing issue #${number}"
+              gh issue close "$number" \
+                --repo "${{ github.repository }}" \
+                --comment "$body"
+            done
diff --git a/.github/workflows/issue-close.yml b/.github/workflows/issue-close.yml
index aa7c0ade48..6e374bf2bd 100644
--- a/.github/workflows/issue-close.yml
+++ b/.github/workflows/issue-close.yml
@@ -4,13 +4,19 @@ on:
   issues:
     types: [closed]
 
+permissions:
+  issues: write
+
 jobs:
   issue-closed-remove-labels:
     runs-on: ubuntu-latest
     if: "!contains(github.event.issue.labels.*.name, 'stale')"
     steps:
-      - name: Remove statle labels when issue that hasn't stale label is closed
-        uses: actions-cool/issues-helper@v2
-        with:
-          actions: 'remove-labels'
-          labels: 'state/awaiting processing,state/awaiting user feedback'
+      - name: Remove state labels when issue that hasn't stale label is closed
+        env:
+          GH_TOKEN: ${{ github.token }}
+        run: |
+          gh issue edit "${{ github.event.issue.number }}" \
+            --repo "${{ github.repository }}" \
+            --remove-label "state/awaiting processing" \
+            --remove-label "state/awaiting user feedback" || true
diff --git a/.github/workflows/issue-comment.yml b/.github/workflows/issue-comment.yml
index a620af8c9c..1cacfb0692 100644
--- a/.github/workflows/issue-comment.yml
+++ b/.github/workflows/issue-comment.yml
@@ -4,35 +4,48 @@ on:
 
 name: Add issues workflow labels
 
+permissions:
+  issues: write
+
 jobs:
   add-label-if-is-author:
     runs-on: ubuntu-latest
     if: (github.event.issue.user.id == github.event.comment.user.id) && !github.event.issue.pull_request && (github.event.issue.state == 'open')
     steps:
       - name: Add require handle label
-        uses: actions-cool/issues-helper@v2
-        with:
-          actions: 'add-labels'
-          labels: 'state/awaiting processing'
+        env:
+          GH_TOKEN: ${{ github.token }}
+        run: |
+          gh issue edit "${{ github.event.issue.number }}" \
+            --repo "${{ github.repository }}" \
+            --add-label "state/awaiting processing"
 
       - name: Remove require reply label
-        uses: actions-cool/issues-helper@v2
-        with:
-          actions: 'remove-labels'
-          labels: 'state/awaiting user feedback,stale'
+        env:
+          GH_TOKEN: ${{ github.token }}
+        run: |
+          gh issue edit "${{ github.event.issue.number }}" \
+            --repo "${{ github.repository }}" \
+            --remove-label "state/awaiting user feedback" \
+            --remove-label "stale" || true
 
   add-label-if-not-author:
     runs-on: ubuntu-latest
     if: (github.event.issue.user.id != github.event.comment.user.id) && !github.event.issue.pull_request && (github.event.issue.state == 'open') && (!contains(github.event.comment.body, '/keep-state'))
     steps:
-      - name: Add require replay label
-        uses: actions-cool/issues-helper@v2
-        with:
-          actions: 'add-labels'
-          labels: 'state/awaiting user feedback'
+      - name: Add require reply label
+        env:
+          GH_TOKEN: ${{ github.token }}
+        run: |
+          gh issue edit "${{ github.event.issue.number }}" \
+            --repo "${{ github.repository }}" \
+            --add-label "state/awaiting user feedback"
 
       - name: Remove require handle label
-        uses: actions-cool/issues-helper@v2
-        with:
-          actions: 'remove-labels'
-          labels: 'state/awaiting processing,stale'
+        env:
+          GH_TOKEN: ${{ github.token }}
+        run: |
+          gh issue edit "${{ github.event.issue.number }}" \
+            --repo "${{ github.repository }}" \
+            --remove-label "state/awaiting processing" \
+            --remove-label "stale" || true
diff --git a/.github/workflows/issue-open.yml b/.github/workflows/issue-open.yml
index fd2f7c7b90..8505ce5292 100644
--- a/.github/workflows/issue-open.yml
+++ b/.github/workflows/issue-open.yml
@@ -4,22 +4,30 @@ on:
   issues:
     types: [opened, reopened]
 
+permissions:
+  issues: write
+
 jobs:
   issue-open-add-labels:
     runs-on: ubuntu-latest
+    if: ${{ !github.event.issue.pull_request }}
     steps:
       - name: Add labels
-        uses: actions-cool/issues-helper@v2
-        if: ${{ !github.event.comment.pull_request.pull_request }}
-        with:
-          actions: 'add-labels'
-          labels: 'state/awaiting processing'
+        env:
+          GH_TOKEN: ${{ github.token }}
+        run: |
+          gh issue edit "${{ github.event.issue.number }}" \
+            --repo "${{ github.repository }}" \
+            --add-label "state/awaiting processing"
 
       - name: Remove require reply label
-        uses: actions-cool/issues-helper@v2
-        with:
-          actions: 'remove-labels'
-          labels: 'state/awaiting user feedback,stale'
+        env:
+          GH_TOKEN: ${{ github.token }}
+        run: |
+          gh issue edit "${{ github.event.issue.number }}" \
+            --repo "${{ github.repository }}" \
+            --remove-label "state/awaiting user feedback" \
+            --remove-label "stale" || true
 
   notify-author-comment:
     runs-on: ubuntu-latest
diff --git a/README-CN.md b/README-CN.md
index 4fe1815b74..c2eb2e9731 100644
--- a/README-CN.md
+++ b/README-CN.md
@@ -20,7 +20,7 @@ Cloudpods还提供了 **AI 云**，一个面向大语言模型（LLM）推理与
 * 将VMware vSphere虚拟化集群转换为一个可以自服务的私有云平台
 * 在混合云的场景，能够在一个界面访问私有云和公有云
 * 通过一个集中的入口访问分布在多个公有云平台上的多个账号
-* 当前只使用一个云公有云账号但希望将来使用多云的用户
+* 当前只使用一个公有云账号但希望将来使用多云的用户
 * 需要部署和管理 LLM 推理服务及 AI 容器应用，并需要 GPU 调度支持的用户
 
 ## 功能
@@ -29,15 +29,15 @@ Cloudpods还提供了 **AI 云**，一个面向大语言模型（LLM）推理与
 
 ### AI 云
 
-* **AI 推理服务**：部署和管理 LLM 推理实例，支持 GPU 调度、模型挂载与推理服务地址分配。
+* **AI 推理服务**：部署和管理 LLM 推理实例（支持 Ollama、vLLM、SGLang 等），支持 GPU 调度、模型挂载与推理服务地址分配。
 * **AI 应用管理**：一站式部署 LLM 应用编排、智能体助手、图像生成等 AI 容器应用。
 * **模型库**：统一管理模型来源、版本与缓存，支持多实例复用、离线分发，避免重复下载。
 * **模板与镜像**：通过模板定义 CPU/内存/GPU 等资源规格，通过镜像管理容器运行环境，实现标准化交付。
 * **GPU 运维**：GPU 设备自动探测与注册，支持 NVIDIA/CUDA 环境的统一配置与管理。
 
-支持的 AI 应用：
-* AI 推理：Ollama
-* AI 应用：OpenClaw、Dify、ComfyUI
+支持的 AI 工作负载：
+* AI 推理：Ollama、vLLM、SGLang
+* AI 应用：OpenClaw、Dify、ComfyUI、Hermes Agent
 
 ### 支持的云平台
 
@@ -52,29 +52,38 @@ Cloudpods还提供了 **AI 云**，一个面向大语言模型（LLM）推理与
   * 天翼云
   * 移动云
   * 京东云
+  * 火山引擎
+  * 百度云
+  * 金山云
+  * 青云
+  * Oracle Cloud
+  * 联通云
 * 私有云:
   * OpenStack
   * ZStack
-  * Alibaba Cloud Aspara (阿里飞天)
+  * Alibaba Cloud Apsara (阿里飞天)
   * Huawei HCSO (华为HCSO)
   * Nutanix
+  * BingoCloud
+  * OceanBase
 * 本地基础设施资源:
   * 基于 KVM 实现的轻量级私有云
-  * VMWare vSphere vCenter/ESXi
-  * Baremetals (IPMI, Redfish API)
-  * Object storages (Minio, Ceph, XSky)
+  * VMware vSphere vCenter/ESXi
+  * Proxmox VE
+  * 裸金属 (IPMI, Redfish API)
+  * 对象存储 (Minio, Ceph, XSky)
   * NAS (Ceph)
 
 ### 支持的云资源
 
-* Servers: instances, disks, network interfaces, networks, vpcs, storages, hosts, wires, snapshots, snapshot policies, security groups, elastic IPs, SSH keypairs, images
-* Load Balancers: instances, listeners, backend groups, backends, TLS certificates, ACLs
-* Object Storage: buckets, objects
-* NAS: file_systems, access_groups, mount_targets
-* RDS: instances, accounts, backups, databases, parameters, privileges
-* Elastic Cache: instances, accounts, backups, parameters
-* DNS: DNS zones, DNS records
-* VPC: VPCs, VPC peering, inter-VPC network, NAT gateway, DNAT/SNAT rules, route tables, route entries
+* 服务器：实例、磁盘、网卡、网络、VPC、存储、宿主机、二层网络、快照、快照策略、安全组、弹性 IP、SSH 密钥对、镜像
+* 负载均衡：实例、监听、后端服务器组、后端服务器、TLS 证书、访问控制
+* 对象存储：存储桶、对象
+* NAS：文件系统、权限组、挂载点
+* RDS：实例、账号、备份、数据库、参数、权限
+* 弹性缓存：实例、账号、备份、参数
+* DNS：DNS 区域、DNS 记录
+* VPC：VPC、VPC 对等连接、跨 VPC 网络、NAT 网关、DNAT/SNAT 规则、路由表、路由条目
 
 ## 安装部署
 
diff --git a/README.md b/README.md
index 90202926fa..b44086ac5b 100644
--- a/README.md
+++ b/README.md
@@ -19,7 +19,7 @@ Cloudpods also provides **AI Cloud**, a unified management platform for large la
 * Those who need a compact and fully automatic baremetal lift-cycle management solution
 * Those who want to turn a VMware vSphere virtualization cluster into a private cloud
 * Those who need a cohesive view of both public and private cloud in a hybrid cloud setup
-* Those who need a centric portal to access multiple acccounts from multiple public clouds
+* Those who need a centric portal to access multiple accounts from multiple public clouds
 * Those who is currently using a single cloud account, but will not lose the possibility to adopt multicloud strategy
 * Those who need to deploy and manage LLM inference services and AI container applications with GPU support
 
@@ -29,15 +29,15 @@ See [Introduction](https://www.cloudpods.org/docs/introduction/) for details.
 
 ### AI Cloud
 
-* **AI Inference Services**: Deploy and manage LLM inference instances with GPU scheduling, model mounting, and inference service address allocation.
+* **AI Inference Services**: Deploy and manage LLM inference instances (Ollama, vLLM, SGLang, and more) with GPU scheduling, model mounting, and inference service address allocation.
 * **AI Application Management**: One-stop deployment of LLM application orchestration, agent assistants, image generation, and other AI container applications.
 * **Model Library**: Unified management of model sources, versions, and caches, supporting multi-instance reuse and offline distribution.
 * **Templates and Images**: Define resource specifications (CPU/memory/GPU) through templates, manage container runtime environments through images.
 * **GPU Operations**: Automatic GPU device detection and registration, unified NVIDIA/CUDA environment configuration and management.
 
-Supported AI applications:
-* AI Inference: Ollama
-* AI Applications: OpenClaw, Dify, ComfyUI
+Supported AI workloads:
+* AI Inference: Ollama, vLLM, SGLang
+* AI Applications: OpenClaw, Dify, ComfyUI, Hermes Agent
 
 ### Supported cloud providers
 
@@ -52,15 +52,24 @@ Supported AI applications:
   * Ctyun (China Telecom)
   * ECloud (China Mobile)
   * JDCloud
+  * Volcengine
+  * Baidu Cloud
+  * Kingsoft Cloud
+  * QingCloud
+  * Oracle Cloud
+  * China Unicom Cloud
 * Private Clouds:
   * OpenStack
   * ZStack
-  * Alibaba Cloud Aspara
+  * Alibaba Cloud Apsara
   * Huawei HCSO
   * Nutanix
+  * BingoCloud
+  * OceanBase
 * On-premise resources:
   * Lightweight private cloud built on KVM
-  * VMWare vSphere vCenter/ESXi
+  * VMware vSphere vCenter/ESXi
+  * Proxmox VE
   * Baremetals (IPMI, Redfish API)
   * Object storages (Minio, Ceph, XSky)
   * NAS (Ceph)
@@ -99,7 +108,7 @@ Please check this [issue](https://github.com/yunionio/cloudpods/issues/11427) fo
 
 ## Changelog
 
-See [Relase Notes](https://www.cloudpods.org/en/docs/release-notes/) and [Changelog](https://www.cloudpods.org/en/docs/development/changelog/) for details.
+See [Release Notes](https://www.cloudpods.org/en/docs/release-notes/) and [Changelog](https://www.cloudpods.org/en/docs/development/changelog/) for details.
 
 ## Contribution
 
@@ -112,4 +121,3 @@ Apache License 2.0. See [LICENSE](./LICENSE).
 ## AI-generated doc
 
 [DeepWiki](https://deepwiki.com/yunionio/cloudpods) provides an amazing AI-generated doc of this project, you may refer to it for more detailed and comprehensive understanding of codes.
-