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href=\"https:\/\/www.kakosci.com\/index.php\/2026\/09\/01\/ros2%e4%b8%ad%e9%9d%99%e6%80%81tf%e5%9d%90%e6%a0%87%e7%b3%bb%e8%bd%ac%e6%8d%a2%e3%80%81%e6%ac%a7%e6%8b%89%e8%a7%92%e3%80%81%e6%b1%82%e9%80%86%e7%ae%80%e6%9e%90%ef%bc%8c%e7%94%a8%e4%ba%8e%e4%bc%a0\/\">ROS2\u4e2d\u9759\u6001TF\u5750\u6807\u7cfb\u8f6c\u6362\u3001\u6b27\u62c9\u89d2\u3001\u6c42\u9006\u7b80\u6790\uff0c\u7528\u4e8e\u4f20\u611f\u5668\uff08\u6fc0\u5149\u96f7\u8fbe\/\u76f8\u673a\uff09\u4e0e\u98de\u63a7\u7b49<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"\u300a ROS2\u4e2d\u9759\u6001TF\u5750\u6807\u7cfb\u8f6c\u6362\u3001\u6b27\u62c9\u89d2\u3001\u6c42\u9006\u7b80\u6790\uff0c\u7528\u4e8e\u4f20\u611f\u5668\uff08\u6fc0\u5149\u96f7\u8fbe\/\u76f8\u673a\uff09\u4e0e\u98de\u63a7\u7b49 \u300b\u2014KAKO Academy of Sciences\" src=\"https:\/\/www.kakosci.com\/index.php\/2026\/09\/01\/ros2%e4%b8%ad%e9%9d%99%e6%80%81tf%e5%9d%90%e6%a0%87%e7%b3%bb%e8%bd%ac%e6%8d%a2%e3%80%81%e6%ac%a7%e6%8b%89%e8%a7%92%e3%80%81%e6%b1%82%e9%80%86%e7%ae%80%e6%9e%90%ef%bc%8c%e7%94%a8%e4%ba%8e%e4%bc%a0\/embed\/#?secret=xmFEQYH8Ms#?secret=xbUt4L2Bzs\" data-secret=\"xbUt4L2Bzs\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/div>\n<\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u5b9e\u5e94\u8be5\u76f4\u63a5\u505a\u5916\u53c2\u6807\u5b9a\u7684\uff0c\u4f46\u662f\u592a\u70c2\u52a0\u4e0a\u65f6\u95f4\u7d27\u4efb\u52a1\u91cd\uff08\u8feb\u771f\uff09\u6240\u4ee5\u7528\u4e86\u70b9\u7b80\u5355\u7684\u65b9\u6cd5\u51d1\u5408\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90e8\u7f72\u5728jetson\u4e0a\u7684\u626b\u63cf\u4eealaunch\u6587\u4ef6\u5982\u4e0b\uff0c\u9700\u8981\u63d0\u524d\u90e8\u7f72\u597dlivox_ros_driver2\u3001fast_lio\u548c\u81ea\u5df1\u76f8\u673a\u7684ros2\u529f\u80fd\u5305\u7b49\uff0c\u4f1a\u81ea\u52a8\u4fdd\u5b58db\u5230\u672c\u5730\uff0c\u4e5f\u6709rosbag\u5f55\u5236\uff08\u5360\u7a7a\u95f4\u592a\u5feb\u7ed9\u6211\u6ce8\u91ca\u6389\u4e86\uff09\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\" class=\"language-python\">import datetime\nimport os\nfrom launch import LaunchDescription\nfrom launch.actions import IncludeLaunchDescription, DeclareLaunchArgument, ExecuteProcess\nfrom launch.launch_description_sources import PythonLaunchDescriptionSource\nfrom launch_xml.launch_description_sources import XMLLaunchDescriptionSource\nfrom launch.substitutions import LaunchConfiguration\nfrom ament_index_python.packages import get_package_share_directory\nfrom launch_ros.actions import Node\n\ndef generate_launch_description():\n&nbsp; &nbsp; livox_ros2_dir = get_package_share_directory('livox_ros_driver2')\n&nbsp; &nbsp; fast_lio_dir = get_package_share_directory('fast_lio')\n&nbsp; &nbsp; astra_dir = get_package_share_directory('astra_camera')\n&nbsp; &nbsp; rtabmap_launch_dir = get_package_share_directory('rtabmap_launch')\n\n&nbsp; &nbsp; # ========== \u5b9a\u4e49\u8d85\u53c2\u6570 ==========\n&nbsp; &nbsp; timestamp = datetime.datetime.now().strftime(\"%Y%m%d_%H%M%S\")\n&nbsp; &nbsp; bag_path_arg = DeclareLaunchArgument(\n&nbsp; &nbsp; &nbsp; &nbsp; 'bag_path',\n&nbsp; &nbsp; &nbsp; &nbsp; default_value=os.path.expanduser(f'~\/WushanPilot\/src\/slam\/rosbags\/rosbags_{timestamp}'),\n&nbsp; &nbsp; &nbsp; &nbsp; description='Path and prefix for the output ros2 bag'\n&nbsp; &nbsp; )\n\n&nbsp; &nbsp; # ========== 1. \u542f\u52a8\u4f20\u611f\u5668\u4e0e TF ==========\n\n&nbsp; &nbsp; # Livox MID-360 \u542f\u52a8\n&nbsp; &nbsp; livox_driver_launch = IncludeLaunchDescription(\n&nbsp; &nbsp; &nbsp; &nbsp; PythonLaunchDescriptionSource(\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; os.path.join(livox_ros2_dir, 'launch_ROS2', 'msg_MID360s_launch.py')&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; )\n&nbsp; &nbsp; )\n\n&nbsp; &nbsp; # Astra (Gemini) \u53cc\u76ee\u76f8\u673a\u542f\u52a8\n&nbsp; &nbsp; astra_camera_launch = IncludeLaunchDescription(\n&nbsp; &nbsp; &nbsp; &nbsp; XMLLaunchDescriptionSource(\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; os.path.join(astra_dir, 'launch', 'gemini.launch.xml')\n&nbsp; &nbsp; &nbsp; &nbsp; )\n&nbsp; &nbsp; )\n\n&nbsp; &nbsp; # TF: body -&gt; base_link (\u9002\u914d FAST-LIO \u9ed8\u8ba4\u8f93\u51fa)\n&nbsp; &nbsp; static_tf_livox = Node(\n&nbsp; &nbsp; &nbsp; &nbsp; package='tf2_ros',\n&nbsp; &nbsp; &nbsp; &nbsp; executable='static_transform_publisher',\n&nbsp; &nbsp; &nbsp; &nbsp; name='body_to_base_link',\n&nbsp; &nbsp; &nbsp; &nbsp; arguments=['--x', '0', '--y', '0', '--z', '0',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;'--roll', '0', '--pitch', '0', '--yaw', '0',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;'--frame-id', 'body',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;'--child-frame-id', 'base_link']\n&nbsp; &nbsp; )\n\n&nbsp; &nbsp; # TF: base_link -&gt; camera_link\n&nbsp; &nbsp; static_tf_camera = Node(\n&nbsp; &nbsp; &nbsp; &nbsp; package='tf2_ros',\n&nbsp; &nbsp; &nbsp; &nbsp; executable='static_transform_publisher',\n&nbsp; &nbsp; &nbsp; &nbsp; name='base_to_camera_tf',\n&nbsp; &nbsp; &nbsp; &nbsp; arguments=['--x', '-0.0192047', '--y', '0.057002122', '--z', '-0.033594209',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;'--roll', '0', '--pitch', '-0.87266463', '--yaw', '1.57079633',&nbsp; &nbsp; # RPY or Euler\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;'--frame-id', 'base_link',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;'--child-frame-id', 'camera_link']\n&nbsp; &nbsp; )\n\n&nbsp; &nbsp; # ========== 2. FAST-LIO (\u4ec5\u63d0\u4f9b\u91cc\u7a0b\u8ba1) ==========\n&nbsp; &nbsp;&nbsp;\n&nbsp; &nbsp; fast_lio_config_path = os.path.join(fast_lio_dir, 'config', 'mid360.yaml')\n&nbsp; &nbsp; fast_lio_launch = IncludeLaunchDescription(\n&nbsp; &nbsp; &nbsp; &nbsp; PythonLaunchDescriptionSource(\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; os.path.join(fast_lio_dir, 'launch', 'mapping.launch.py')\n&nbsp; &nbsp; &nbsp; &nbsp; ),\n&nbsp; &nbsp; &nbsp; &nbsp; launch_arguments={'config_file': fast_lio_config_path}.items()\n&nbsp; &nbsp; )\n\n&nbsp; &nbsp; # ========== 3. RTAB-Map (\u63a5\u6536 Lidar \u91cc\u7a0b\u8ba1 + RGBD \u5efa\u56fe) ==========\n\n&nbsp; &nbsp; database_path = os.path.expanduser(f'~\/WushanPilot\/src\/slam\/output\/rtabmap_fusion_{timestamp}.db')\n&nbsp; &nbsp;&nbsp;\n&nbsp; &nbsp; rtabmap_launch = IncludeLaunchDescription(\n&nbsp; &nbsp; &nbsp; &nbsp; PythonLaunchDescriptionSource(\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; os.path.join(rtabmap_launch_dir, 'launch', 'rtabmap.launch.py')\n&nbsp; &nbsp; &nbsp; &nbsp; ),\n&nbsp; &nbsp; &nbsp; &nbsp; launch_arguments={\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'rtabmap_args': '--delete_db_on_start',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # \u4f20\u611f\u5668\u8bdd\u9898\u8f93\u5165\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'rgb_topic': '\/camera\/color\/image_raw',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'depth_topic': '\/camera\/depth\/image_raw',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'camera_info_topic': '\/camera\/color\/camera_info',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'odom_topic': '\/Odometry',&nbsp; # \u5173\u952e\uff1a\u63a5\u6536 FAST-LIO \u53d1\u5e03\u7684\u91cc\u7a0b\u8ba1\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # \u5750\u6807\u7cfb\u8bbe\u7f6e\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'frame_id': 'base_link',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'odom_frame_id': 'camera_init', # FAST-LIO \u7684\u4e16\u754c\u5750\u6807\u7cfb\u901a\u5e38\u662f camera_init\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # \u6838\u5fc3\u7b56\u7565\u914d\u7f6e\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'visual_odometry': 'false', # \u5173\u952e\uff1a\u5173\u95ed\u81ea\u5e26 VIO\uff0c\u8282\u7701\u7b97\u529b\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'subscribe_scan_cloud': 'false', # \u5173\u952e\uff1a\u4e0d\u4f7f\u7528\u6fc0\u5149\u96f7\u8fbe\u70b9\u4e91\u5efa\u56fe\uff08\u7eaf RGBD \u5efa\u56fe\uff09\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'approx_sync': 'true',\n\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # --- \u65b0\u589e\uff1a\u753b\u8d28\u63d0\u5347\u4e0e\u70b9\u4e91\u4f18\u5316\u53c2\u6570 ---\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # 1. \u51cf\u5c11\u6df1\u5ea6\u56fe\u964d\u91c7\u6837 (\u9ed8\u8ba4\u901a\u5e38\u662f 4\uff0c\u6539\u4e3a 1 \u6216 2\uff0c\u6570\u5b57\u8d8a\u5c0f\u8d8a\u5bc6\uff0c\u4f46\u8d8a\u5403\u7b97\u529b)\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'Grid\/DepthDecimation': '1',&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # 2. \u51cf\u5c0f\u70b9\u4e91\u5730\u56fe\u7684\u5206\u8fa8\u7387 (\u9ed8\u8ba4 0.05m\uff0c\u5373 5cm\uff0c\u6539\u6210 1cm \u6216 2cm)\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'Grid\/CellSize': '0.015',&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # 3. \u9650\u5236\u6df1\u5ea6\u76f8\u673a\u7684\u6709\u6548\u5efa\u56fe\u8ddd\u79bb\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # \u7ed3\u6784\u5149\/ToF \u76f8\u673a\u8d85\u8fc7 3 \u7c73\u540e\u566a\u70b9\u6781\u5927\uff0c\u4f1a\u628a\u8fdc\u5904\u7684\u70b9\u4e91\u7cca\u5728\u8fd1\u5904\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # \u9488\u5bf9\u8d34\u8fd1\u6e05\u7406\u75c5\u5bb3\u690d\u88ab\u7684\u4efb\u52a1\uff0c\u53ea\u4fdd\u7559\u8fd1\u5904\u9ad8\u8d28\u91cf\u6570\u636e\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'Grid\/MaxDepth': '2.5',&nbsp; &nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'Grid\/MinDepth': '0.25',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # 4. \u5f00\u542f\u70b9\u4e91\u7edf\u8ba1\u6ee4\u6ce2\u53bb\u566a (\u53bb\u9664\u60ac\u6d6e\u7684\u566a\u70b9)\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'Grid\/NoiseFilteringRadius': '0.05',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'Grid\/NoiseFilteringMinNeighbors': '2',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # 5. \u66f4\u65b0\u9891\u7387 (\u5982\u679c\u98de\u884c\u901f\u5ea6\u4e0d\u5feb\uff0c\u53ef\u4ee5\u7a0d\u5fae\u964d\u4f4e\u8282\u70b9\u751f\u6210\u9891\u7387\uff0c\u51cf\u5c11\u8f68\u8ff9\u4e0a\u7684\u91cd\u5f71)\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'RGBD\/LinearUpdate': '0.1',&nbsp; # \u79fb\u52a8\u591a\u5c11\u7c73\u8bb0\u5f55\u4e00\u5e27\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'RGBD\/AngularUpdate': '0.1', # \u65cb\u8f6c\u591a\u5c11\u5f27\u5ea6\u8bb0\u5f55\u4e00\u5e27\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # ---------------------------------\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # QoS \u914d\u7f6e (\u9002\u914d\u76f8\u673a\u786c\u4ef6)\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'qos_camera_info': '1',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'qos_image': '1',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'qos_depth': '1',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; # \u5176\u4ed6\u8bbe\u7f6e\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'database_path': database_path,\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'rtabmap_viz': 'false',\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 'rviz': 'false'\n&nbsp; &nbsp; &nbsp; &nbsp; }.items()\n&nbsp; &nbsp; )\n\n&nbsp; &nbsp; # ========== 4. \u81ea\u52a8\u5f55\u5236 rosbag ==========\n&nbsp; &nbsp;&nbsp;\n&nbsp; &nbsp; record_bag_process = ExecuteProcess(\n&nbsp; &nbsp; &nbsp; &nbsp; cmd=['ros2', 'bag', 'record', '-o', LaunchConfiguration('bag_path'),&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;'\/livox\/lidar', '\/livox\/imu',&nbsp;\n&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;'\/camera\/color\/image_raw', '\/camera\/depth\/image_raw', '\/camera\/color\/camera_info'],\n&nbsp; &nbsp; &nbsp; &nbsp; output='screen'\n&nbsp; &nbsp; )\n\n&nbsp; &nbsp; return LaunchDescription([\n&nbsp; &nbsp; &nbsp; &nbsp; bag_path_arg,\n&nbsp; &nbsp; &nbsp; &nbsp; livox_driver_launch,\n&nbsp; &nbsp; &nbsp; &nbsp; astra_camera_launch,\n&nbsp; &nbsp; &nbsp; &nbsp; static_tf_livox,\n&nbsp; &nbsp; &nbsp; &nbsp; static_tf_camera,\n&nbsp; &nbsp; &nbsp; &nbsp; fast_lio_launch,\n&nbsp; &nbsp; &nbsp; &nbsp; rtabmap_launch,\n&nbsp; &nbsp; &nbsp; &nbsp; # record_bag_process\n&nbsp; &nbsp; ])<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u9645\u4f7f\u7528\u65f6\u53ef\u4ee5\u5f00\u4e2atmux\u5206\u79bb\u63a7\u5236\u53f0\uff0c\u4e0d\u7136\u8981\u987a\u4fbf\u6709\u4eba\u5728\u65c1\u8fb9\u625b\u7740\u7535\u8111\u63d0\u4f9b\u70ed\u70b9\u2026\u2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4e00\u4e9b\u573a\u666f\u4e2d\u8d70\u4e86\u8d70\u7684\u5b9e\u9a8c\u6548\u679c\u5982\u4e0b\uff08\u666f\u533a\/\u5ba4\u5185\/\u7530\u91cc\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"460\" src=\"https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image-1024x460.png\" alt=\"\" class=\"wp-image-1584\" srcset=\"https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image-1024x460.png 1024w, https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image-300x135.png 300w, https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image-768x345.png 768w, https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image-1536x690.png 1536w, https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image-670x301.png 670w, https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image.png 1636w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"729\" height=\"839\" src=\"https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image-1.png\" alt=\"\" class=\"wp-image-1585\" srcset=\"https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image-1.png 729w, https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image-1-261x300.png 261w, https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image-1-670x771.png 670w\" sizes=\"auto, (max-width: 729px) 100vw, 729px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"562\" height=\"736\" src=\"https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image-3.png\" alt=\"\" class=\"wp-image-1587\" style=\"aspect-ratio:0.7636148848198464;width:354px;height:auto\" srcset=\"https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image-3.png 562w, https:\/\/www.kakosci.com\/wp-content\/uploads\/2026\/09\/image-3-229x300.png 229w\" sizes=\"auto, (max-width: 562px) 100vw, 562px\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6548\u679c\u80af\u5b9a\u662f\u6bd4\u7eaf\u6df1\u5ea6\u76f8\u673a\u548c\u89c6\u89c9\u91cc\u7a0b\u8ba1\u8981\u597d\uff0c\u4f46\u8fd8\u662f\u5dee\u70b9\u610f\u601d\uff0c\u53ef\u80fd<s>\u76f8\u673a\u592a\u4fbf\u5b9c\u4e86<\/s>\u5185\u5916\u53c2\u6570\u8fd8\u6709\u5f85\u8fdb\u4e00\u6b65\u6807\u5b9a\uff0c\u4ee5\u53ca\u9700\u8981\u66f4\u597d\u7684\u5efa\u56fe\u548c\u56de\u73af\u7b97\u6cd5\u4e4b\u7c7b\u7684\u3002\u4e0d\u8fc7\u597d\u50cf\u522b\u7684\u6210\u719f\u4ea7\u54c1\u7684\u601d\u8def\u5176\u5b9e\u662f\u6fc0\u5149\u96f7\u8fbe\u5efa\u56fe\uff0c\u6df1\u5ea6\u76f8\u673a\u8d77\u8f85\u52a9\u4f5c\u7528\u7ed9\u5b83\u7684\u70b9\u4e91\u4e0a\u8272\uff0c\u867d\u7136\u8fd9\u6837\u7684\u70b9\u4e91\u5bc6\u5ea6\u4ee4\u4eba\u62c5\u5fe7\uff08AI\u6700\u597d\u6ca1\u9a97\u6211\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e2\u7136\u67093D\u6253\u5370\u673a\uff0c\u662f\u65f6\u5019\u63a5\u70b9\u5b9a\u5236\u4e09\u7ef4\u6253\u5370\u7684\u5355\u4e86\u662f\u5417\uff0c\u59c6\u54c8\u54c8\u54c8\u54c8\u54c8\u2026\u2026<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ciallo\uff5e(\u2220\u30fb\u03c9&lt; 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