diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 2771b94eef..d9fa56b662 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -9,7 +9,6 @@ on:
   push:
     tags:
       - "v*.*.*"                  # normal release
-      - 'nightly'                 # mutable tag
 
 permissions:
   contents: write
@@ -25,7 +24,6 @@ concurrency:
 jobs:
   release:
     runs-on: [ "self-hosted", "ragflow-release" ]
-
     steps:
       - name: Ensure workspace ownership
         run: echo "chown -R ${USER} ${GITHUB_WORKSPACE}" && sudo chown -R ${USER} ${GITHUB_WORKSPACE}
@@ -38,13 +36,6 @@ jobs:
           fetch-depth: 0
           fetch-tags: true
 
-      # https://github.com/actions/setup-go
-      - name: Set up Go
-        uses: actions/setup-go@v5
-        with:
-          go-version-file: go.mod
-          cache: true
-
       - name: Prepare release body
         run: |
           if [[ ${GITHUB_EVENT_NAME} != "schedule" ]]; then
@@ -60,10 +51,8 @@ jobs:
             PRERELEASE=true
             echo "Workflow triggered by schedule"
           fi
-
           echo "RELEASE_TAG=${RELEASE_TAG}" >> ${GITHUB_ENV}
           echo "PRERELEASE=${PRERELEASE}" >> ${GITHUB_ENV}
-
           RELEASE_DATETIME=$(date --rfc-3339=seconds)
           echo Release ${RELEASE_TAG} created from ${GITHUB_SHA} at ${RELEASE_DATETIME} > release_body.md
 
@@ -83,93 +72,15 @@ jobs:
             fi
           fi
 
-      - name: Build Go CLI release binaries
-        run: |
-          set -euo pipefail
-
-          CLI_NAME="ragflow_cli"
-
-          CLI_MAIN="./cmd/ragflow_cli.go"
-
-          DIST_DIR="dist/cli"
-
-          mkdir -p "${DIST_DIR}"
-
-          if [[ ! -e "${CLI_MAIN}" ]]; then
-            echo "::error::Go CLI entry does not exist: ${CLI_MAIN}"
-            echo "::error::Please update CLI_MAIN in .github/workflows/release.yml"
-            exit 1
-          fi
-
-          echo "Building Go CLI release binaries"
-          echo "CLI name: ${CLI_NAME}"
-          echo "CLI main: ${CLI_MAIN}"
-          echo "Release tag: ${RELEASE_TAG}"
-          echo "Commit: ${GITHUB_SHA}"
-
-          OFFICE_OXIDE_PREFIX="${OFFICE_OXIDE_PREFIX:-${HOME}/.office_oxide}"
-          echo "office_oxide prefix: ${OFFICE_OXIDE_PREFIX}"
-
-          build_one() {
-            local goos="$1"
-            local goarch="$2"
-            local ext="$3"
-
-            local output="${DIST_DIR}/${CLI_NAME}-${RELEASE_TAG}-${goos}-${goarch}${ext}"
-
-            echo "Building ${goos}/${goarch} -> ${output}"
-
-            CGO_ENABLED=1 \
-            CGO_CFLAGS="-I${OFFICE_OXIDE_PREFIX}/include/office_oxide_c" \
-            CGO_LDFLAGS="-L${OFFICE_OXIDE_PREFIX}/lib -loffice_oxide -Wl,-rpath,${OFFICE_OXIDE_PREFIX}/lib" \
-            GOOS="${goos}" \
-            GOARCH="${goarch}" \
-            go build \
-              -trimpath \
-              -ldflags="-s -w -X main.version=${RELEASE_TAG} -X main.commit=${GITHUB_SHA}" \
-              -o "${output}" \
-              "${CLI_MAIN}"
-
-            if [[ "${goos}" != "windows" ]]; then
-              chmod +x "${output}"
-            fi
-          }
-
-          build_one linux amd64 ""
-          build_one linux arm64 ""
-          build_one darwin amd64 ""
-          build_one darwin arm64 ""
-          build_one windows amd64 ".exe"
-          build_one windows arm64 ".exe"
-
-          if command -v ldd >/dev/null 2>&1; then
-            if ldd "${DIST_DIR}/${CLI_NAME}-${RELEASE_TAG}-linux-amd64" 2>&1 | tee /tmp/ragflow-cli-ldd.txt | grep -q "liboffice_oxide"; then
-              echo "Verified linux/amd64 CLI links office_oxide"
-            else
-              echo "::error::linux/amd64 CLI does not link office_oxide"
-              cat /tmp/ragflow-cli-ldd.txt || true
-              exit 1
-            fi
-          fi
-
-          cd "${DIST_DIR}"
-          sha256sum * > SHA256SUMS
-          cd -
-
-          echo "Generated CLI release assets:"
-          ls -lh "${DIST_DIR}"
-
-      - name: Upload Go CLI release assets
+      - name: Create or overwrite a release
+        # https://github.com/actions/upload-release-asset has been replaced by https://github.com/softprops/action-gh-release
         uses: softprops/action-gh-release@v2
         with:
-          token: ${{ secrets.GITHUB_TOKEN }}
+          token: ${{ secrets.GITHUB_TOKEN }}  # Use the secret as an environment variable
           prerelease: ${{ env.PRERELEASE }}
           tag_name: ${{ env.RELEASE_TAG }}
+          # The body field does not support environment variable substitution directly.
           body_path: release_body.md
-          files: |
-            dist/cli/*
-            install.sh
-            install.ps1
 
       - name: Build and push image
         run: |