diff --git a/.build/icon-black.png b/.build/icon-black.png
new file mode 100644
index 000000000..d1854ba3c
Binary files /dev/null and b/.build/icon-black.png differ
diff --git a/.build/icon.png b/.build/icon.png
new file mode 100644
index 000000000..f9d6f7ded
Binary files /dev/null and b/.build/icon.png differ
diff --git a/.build/nuitka.cmd b/.build/nuitka.cmd
new file mode 100755
index 000000000..bb2f88721
--- /dev/null
+++ b/.build/nuitka.cmd
@@ -0,0 +1 @@
+nuitka --standalone --onefile --output-dir=./dist --output-filename=ddns --remove-output --include-module=dns.dnspod --include-module=dns.alidns --include-module=dns.dnspod_com --include-module=dns.dnscom --include-module=dns.cloudflare --include-module=dns.he --include-module=dns.huaweidns --include-module=dns.callback --macos-app-name="DDNS" --product-name=DDNS --file-description="DDNS Client 自动更新域名解析到本机IP" --company-name="New Future" --copyright="https://ddns.newfuture.cc" --windows-icon-from-ico="favicon.ico" --linux-icon=".build/icon.png" --macos-app-icon=".build/icon.png" --assume-yes-for-downloads run.py 
\ No newline at end of file
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 0ed2af1dc..78c64846f 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -92,7 +92,55 @@ jobs:
       # Upload build result
       - uses: actions/upload-artifact@v4
         with:
-          name: ${{ matrix.os }}-py${{ matrix.python-version }}
+          name: PyInstaller-${{ matrix.os }}-py${{ matrix.python-version }}
+          path: dist/
+          retention-days: 7
+
+  nuitka:
+    strategy:
+      # fail-fast: false
+      matrix:
+        os: [windows-latest, windows-11-arm, ubuntu-latest, ubuntu-24.04-arm, macos-13, macos-latest]
+    runs-on: ${{ matrix.os }}
+    timeout-minutes: 10
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up Python 3.x
+        uses: actions/setup-python@v5
+        with:
+          python-version: 3.x
+      - name: Install dependencies
+        run: pip install nuitka
+
+      # Prepare build version and cert
+      - name: Replace build version
+        run: sed -i.tmp -e "s#\${BUILD_VERSION}#${{ github.ref_name }}#" -e "s/\${BUILD_DATE}/$(date --iso-8601=seconds)/" run.py && rm run.py.tmp
+        shell: bash
+
+      - name: setup on Linux
+        if: runner.os == 'Linux'
+        run: |
+          sudo apt-get update && sudo apt install -y patchelf ccache
+          cp /etc/ssl/certs/ca-certificates.crt cert.pem && export SSL_CERT_FILE=${PWD}/cert.pem
+      
+      - name: setup on macOS
+        if: runner.os == 'macOS'
+        run: |
+          python3 -m pip install imageio
+
+
+      - run: python ./run.py -h
+
+      - name: Package binary
+        run: ./.build/nuitka.cmd
+
+      - run: ./dist/ddns || test -e config.json
+      - run: ./dist/ddns -h
+
+      # Upload build result
+      - uses: actions/upload-artifact@v4
+        with:
+          name: ddns-${{ runner.os }}-${{ runner.arch }}
           path: dist/
           retention-days: 7
 
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 64b2f90a0..98bda1ad9 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -77,31 +77,44 @@ jobs:
 
   build-binary:
     strategy:
+      # fail-fast: false
       matrix:
-        os: [macos, ubuntu, windows]
-    runs-on: ${{ matrix.os }}-latest
-    timeout-minutes: 8
+        os: [windows-latest, windows-11-arm, ubuntu-latest, ubuntu-24.04-arm, macos-13, macos-latest]
+    runs-on: ${{ matrix.os }}
+    timeout-minutes: 10
     steps:
       - uses: actions/checkout@v4
       - uses: actions/setup-python@v5
         with:
           python-version: "3.x"
       - name: Install dependencies
-        run: pip install pyinstaller
+        run: pip install nuitka
 
       - name: Replace build version
         run: sed -i.tmp -e "s#\${BUILD_VERSION}#${{ github.ref_name }}#" -e "s/\${BUILD_DATE}/$(date --iso-8601=seconds)/" run.py && rm run.py.tmp
         shell: bash
-      - name: Copy cert on ubuntu
+
+      - name: setup on Linux
         if: runner.os == 'Linux'
-        run: cp /etc/ssl/certs/ca-certificates.crt cert.pem && export SSL_CERT_FILE=${PWD}/cert.pem
+        run: |
+          apt-get update && apt install -y patchelf ccache
+          cp /etc/ssl/certs/ca-certificates.crt cert.pem && export SSL_CERT_FILE=${PWD}/cert.pem
+      
+      - name: setup on macOS
+        if: runner.os == 'macOS'
+        run: |
+          python3 -m pip install imageio
+
+      - name: Package binary
+        run: ./.build/nuitka.cmd
 
-      - run: python -O -m PyInstaller --noconfirm --clean .build/ddns.spec
       - run: ./dist/ddns || test -e config.json
       - run: ./dist/ddns -h
 
-      - run: mv ./dist/ddns ./dist/ddns-osx
-        if: runner.os == 'macOS'
+      - name: Move and rename binary with lowercase OS and arch
+        run: mv ./dist/ddns "./dist/ddns-$(echo ${{ runner.os }}-${{ runner.arch }} | tr '[:upper:]' '[:lower:]')"
+        shell: bash
+
       - uses: actions/upload-artifact@v4
         with:
           name: ${{ runner.os }}
diff --git a/favicon.ico b/favicon.ico
new file mode 100644
index 000000000..973a4dfaa
Binary files /dev/null and b/favicon.ico differ
diff --git a/run.py b/run.py
index a87e2fec8..d792ecb49 100755
--- a/run.py
+++ b/run.py
@@ -5,6 +5,13 @@
 @author: New Future
 @modified: rufengsuixing
 """
+# nuitka-project-if: {OS} == "Linux":
+#   nuitka-project: --static-libpython=yes
+# nuitka-project-if: os.getenv("BUILD_VERSION") is not None:
+#   nuitka-project: --product-version=${BUILD_VERSION}
+# nuitka-project-else:
+#   nuitka-project: --product-version=0.0.0
+
 from __future__ import print_function
 from time import ctime, asctime
 from os import path, environ, name as os_name
@@ -46,7 +53,7 @@ def get_ip(ip_type, index="default"):
         debug(f"get_ip({ip_type}, {index})")
         if index is False:  # disabled
             return False
-        elif type(index) is list:  # 如果获取到的规则是列表，则依次判断列表中每一个规则，直到找到一个可以正确获取到的IP
+        elif isinstance(index, list):  # 如果获取到的规则是列表，则依次判断列表中每一个规则，直到找到一个可以正确获取到的IP
             for i in index:
                 value = get_ip(ip_type, i)
                 if value:
@@ -66,8 +73,7 @@ def get_ip(ip_type, index="default"):
             value = getattr(ip, index + "_v" + ip_type)()
     except Exception as e:
         error(e)
-    finally:
-        return value
+    return value
 
 
 def change_dns_record(dns, proxy_list, **kw):