diff --git a/app/Http/Controllers/Api/DialogController.php b/app/Http/Controllers/Api/DialogController.php
index aca8a6ca7..0fe03d296 100755
--- a/app/Http/Controllers/Api/DialogController.php
+++ b/app/Http/Controllers/Api/DialogController.php
@@ -33,7 +33,6 @@ use App\Models\WebSocketDialogSession;
 use App\Models\UserRecentItem;
 use App\Module\Table\OnlineData;
 use App\Module\ZincSearch\ZincSearchDialogMsg;
-use App\Tasks\BotReceiveMsgTask;
 use Hhxsv5\LaravelS\Swoole\Task\Task;
 
 /**
@@ -2494,33 +2493,6 @@ class DialogController extends AbstractController
         return Base::retSuccess("success", $data);
     }
 
-    /**
-     * @api {post} api/dialog/msg/webhookmsg2ai 转换为AI对话
-     *
-     * @apiDescription 需要token身份，将webhook消息转换为适合AI对话的格式消息，用于AI对话
-     * @apiVersion 1.0.0
-     * @apiGroup dialog
-     * @apiName msg__webhookmsg2ai
-     *
-     * @apiParam {String} msg               消息内容
-     *
-     * @apiSuccess {Number} ret     返回状态码（1正确、0错误）
-     * @apiSuccess {String} msg     返回信息（错误描述）
-     * @apiSuccess {Object} data    返回数据
-     */
-    public function msg__webhookmsg2ai()
-    {
-        User::auth();
-        //
-        $msg = Request::input('msg');
-        try {
-            $res = BotReceiveMsgTask::convertMentionForAI($msg);
-            return Base::retSuccess("success", ['msg' => $res]);
-        } catch (\Exception $e) {
-            return Base::retError($e->getMessage());
-        }
-    }
-
     /**
      * @api {get} api/dialog/group/add 新增群组
      *
diff --git a/app/Models/ProjectTask.php b/app/Models/ProjectTask.php
index 6c7953eee..b12efb656 100644
--- a/app/Models/ProjectTask.php
+++ b/app/Models/ProjectTask.php
@@ -1948,66 +1948,6 @@ class ProjectTask extends AbstractModel
         return true;
     }
 
-    /**
-     * 生成AI上下文
-     * @return array
-     */
-    public function AIContext()
-    {
-        $contexts = [];
-        if ($this->archived_at) {
-            $contexts[] = "任务状态：已归档";
-            $contexts[] = "归档时间：" . $this->archived_at;
-        } elseif ($this->complete_at) {
-            $contexts[] = "任务状态：已完成";
-            $contexts[] = "完成时间：" . $this->complete_at;
-        } elseif ($this->end_at && Carbon::parse($this->end_at)->lt(Carbon::now())) {
-            $contexts[] = "任务状态：已过期";
-            $contexts[] = "任务截止时间：" . $this->end_at;
-        } else {
-            $contexts[] = "任务状态：进行中";
-            if ($this->start_at) {
-                $contexts[] = "任务开始时间：" . $this->start_at;
-            }
-            if ($this->end_at) {
-                $contexts[] = "任务截止时间：" . $this->end_at;
-            }
-        }
-        $contexts[] = "当前系统时间：" . Carbon::now()->toDateTimeString();
-        if ($this->content) {
-            $taskDesc = $this->content?->getContentInfo();
-            if ($taskDesc) {
-                $descContent = Base::cutStr(Base::html2markdown($taskDesc['content'], ['strip_tags' => true]), 2000);
-                $contexts[] = <<<EOF
-                    任务描述：
-                    ```md
-                    {$descContent}
-                    ```
-                    EOF;
-            }
-        }
-        $subTask = ProjectTask::select(['id', 'name', 'complete_at', 'end_at'])->whereParentId($this->id)->get();
-        if ($subTask->isNotEmpty()) {
-            $subTaskContent = $subTask->map(function($item) {
-                if ($item->complete_at) {
-                    $status = " （已完成）";
-                } elseif ($item->end_at && Carbon::parse($item->end_at)->lt(Carbon::now())) {
-                    $status = " （已过期）";
-                } else {
-                    $status = " （进行中）";
-                }
-                return "  - {$item->name} {$status}";
-            })->join("\n");
-            if ($subTaskContent) {
-                $contexts[] = <<<EOF
-                    子任务列表：
-                    {$subTaskContent}
-                    EOF;
-            }
-        }
-        return $contexts;
-    }
-
     /**
      * 获取任务
      * @param $task_id
diff --git a/app/Models/WebSocketDialogMsg.php b/app/Models/WebSocketDialogMsg.php
index 716429299..420ba511e 100644
--- a/app/Models/WebSocketDialogMsg.php
+++ b/app/Models/WebSocketDialogMsg.php
@@ -865,8 +865,7 @@ class WebSocketDialogMsg extends AbstractModel
         switch ($this->type) {
             case "file":
                 // 提取文件消息
-                $msgData = Base::json2array($this->getRawOriginal('msg'));
-                $result = $this->convertMentionFormat("path", $msgData['path'], $msgData['name'], $reserves);
+                $result = " 文件:{$this->msg['name']}、大小:{$this->msg['size']}、下载URL:{$this->msg['path']} ";
                 break;
 
             case "text":
@@ -889,29 +888,31 @@ class WebSocketDialogMsg extends AbstractModel
                 // 提及任务、文件、报告
                 $result = preg_replace_callback_array([
                     // 用户
-                    "/<span class=\"mention user\" data-id=\"(\d+)\">(.*?)<\/span>/" => function () {
-                        return "";
+                    "/<span class=\"mention user\" data-id=\"(\d+)\">(.*?)<\/span>/" => function ($match) {
+                        return " 提及用户ID:{$match[1]} ";
                     },
 
                     // 任务
-                    "/<span class=\"mention task\" data-id=\"(\d+)\">#?(.*?)<\/span>/" => function ($match) use (&$reserves) {
-                        return $this->convertMentionFormat("task", $match[1], $match[2], $reserves);
+                    "/<span class=\"mention task\" data-id=\"(\d+)\">#?(.*?)<\/span>/" => function ($match) {
+                        return " 任务:{$match[2]} (任务ID:{$match[1]}) ";
                     },
 
                     // 文件
                     "/<a class=\"mention file\" href=\"([^\"']+?)\"[^>]*?>~?(.*?)<\/a>/" => function ($match) use (&$reserves) {
+                        $idOrCode = "";
                         if (preg_match("/single\/file\/(.*?)$/", $match[1], $subMatch)) {
-                            return $this->convertMentionFormat("file", $subMatch[1], $match[2], $reserves);
+                            $idOrCode = " (" . (Base::isNumber($subMatch[1]) ? "文件ID:{$subMatch[1]}" : "文件分享码:{$subMatch[1]}") . ")";
                         }
-                        return "";
+                        return " 文件:{$match[2]}{$idOrCode} ";
                     },
 
                     // 报告
                     "/<a class=\"mention report\" href=\"([^\"']+?)\"[^>]*?>%?(.*?)<\/a>/" => function ($match) use (&$reserves) {
+                        $idOrCode = "";
                         if (preg_match("/single\/report\/detail\/(.*?)$/", $match[1], $subMatch)) {
-                            return $this->convertMentionFormat("report", $subMatch[1], $match[2], $reserves);
+                            $idOrCode = " (" . (Base::isNumber($subMatch[1]) ? "报告ID:{$subMatch[1]}" : "报告分享码:{$subMatch[1]}") . ")";
                         }
-                        return "";
+                        return " 工作汇报:{$match[2]}{$idOrCode} ";
                     },
                 ], $result);
 
@@ -926,11 +927,6 @@ class WebSocketDialogMsg extends AbstractModel
                 return '';
         }
 
-        // 处理 reserves
-        foreach ($reserves as $rand => $mention) {
-            $result = str_replace($rand, $mention, $result);
-        }
-
         // 截取最大长度
         if ($maxLength > 0 && mb_strlen($result) > $maxLength) {
             $result = mb_substr($result, 0, $maxLength);
@@ -939,24 +935,6 @@ class WebSocketDialogMsg extends AbstractModel
         return $result;
     }
 
-    /**
-     * 转换提及消息格式
-     * 将提及的任务、文件、报告等转换为统一的格式 [type#key#name]
-     *
-     * @param string $type 提及类型（task、file、report、path）
-     * @param string $key 提及对象的唯一标识
-     * @param string $name 提及对象的显示名称
-     * @return string 格式化后的提及字符串
-     */
-    private function convertMentionFormat($type, $key, $name, &$reserves)
-    {
-        $key = str_replace(['#', '-->'], '', $key);
-        $name = str_replace(['#', '-->'], '', $name);
-        $rand = Base::generatePassword(12);
-        $reserves[$rand] = "<!--{$type}#{$key}#{$name}-->";
-        return $rand;
-    }
-
     /**
      * 处理文本消息内容，用于发送前
      * @param $text
diff --git a/app/Tasks/BotReceiveMsgTask.php b/app/Tasks/BotReceiveMsgTask.php
index 127fc760f..4a151f79e 100644
--- a/app/Tasks/BotReceiveMsgTask.php
+++ b/app/Tasks/BotReceiveMsgTask.php
@@ -510,15 +510,13 @@ class BotReceiveMsgTask extends AbstractTask
                 }
                 $this->generateSystemPromptForAI($msg->userid, $dialog, $extras);
                 // 转换提及格式
-                $sendText = self::convertMentionForAI($sendText);
-                $replyText = self::convertMentionForAI($replyText);
                 if ($replyText) {
                     $sendText = <<<EOF
                         <quoted_content>
                         {$replyText}
                         </quoted_content>
 
-                        The content within the above quoted_content tags is a citation.
+                        上述 quoted_content 标签中的内容为引用。
 
                         {$sendText}
                         EOF;
@@ -598,99 +596,6 @@ class BotReceiveMsgTask extends AbstractTask
         }
     }
 
-    /**
-     * 为AI机器人转换提及消息格式
-     * 将提及的任务、文件、报告转换为AI可理解的格式，并提取相关内容
-     *
-     * @param string $original 原始消息文本
-     * @return string 转换后的消息文本，包含相关内容的标签
-     * @throws Exception 当提及的对象不存在或读取失败时抛出异常
-     */
-    public static function convertMentionForAI($original)
-    {
-        $array = [];
-        $original = preg_replace_callback('/<!--(.*?)#(.*?)#(.*?)-->/', function ($match) use (&$array) {
-            // 初始化 tag 内容
-            $pathTag = null;
-            $pathName = null;
-            $pathContent = null;
-
-            // 根据 type 提取 tag 内容
-            switch ($match[1]) {
-                // 任务
-                case 'task':
-                    $taskInfo = ProjectTask::with(['content'])->whereId(intval($match[2]))->first();
-                    if (!$taskInfo) {
-                        throw new Exception("任务不存在或已被删除");
-                    }
-                    $pathTag = "task_content";
-                    $pathName = addslashes($taskInfo->name) . " (ID:{$taskInfo->id})";
-                    $pathContent = implode("\n", $taskInfo->AIContext());
-                    break;
-
-                // 文件
-                case 'file':
-                    $fileInfo = FileContent::idOrCodeToContent($match[2]);
-                    if (!$fileInfo || !isset($fileInfo->content['url'])) {
-                        throw new Exception("文件不存在或已被删除");
-                    }
-                    $urlPath = public_path($fileInfo->content['url']);
-                    if (!file_exists($urlPath)) {
-                        throw new Exception("文件不存在或已被删除");
-                    }
-                    $fileResult = TextExtractor::extractFile($urlPath);
-                    if (Base::isError($fileResult)) {
-                        throw new Exception("文件读取失败：" . $fileResult['msg']);
-                    }
-                    $pathTag = "file_content";
-                    $pathName = addslashes($match[3]) . " (ID:{$fileInfo->id})";
-                    $pathContent = $fileResult['data'];
-                    break;
-
-                // 文件路径
-                case 'path':
-                    $urlPath = public_path($match[2]);
-                    if (!file_exists($urlPath)) {
-                        throw new Exception("文件不存在或已被删除");
-                    }
-                    $fileResult = TextExtractor::extractFile($urlPath);
-                    if (Base::isError($fileResult)) {
-                        throw new Exception("文件读取失败：" . $fileResult['msg']);
-                    }
-                    $pathTag = "file_content";
-                    $pathName = addslashes($match[3]);
-                    $pathContent = $fileResult['data'];
-                    break;
-
-                // 报告
-                case 'report':
-                    $reportInfo = Report::idOrCodeToContent($match[2]);
-                    if (!$reportInfo) {
-                        throw new Exception("报告不存在或已被删除");
-                    }
-                    $pathTag = "report_content";
-                    $pathName = addslashes($match[3]) . " (ID:{$reportInfo->id})";
-                    $pathContent = Base::html2markdown($reportInfo->content);
-                    break;
-            }
-
-            // 如果提取到 tag 内容，则添加到 contents 数组中
-            if ($pathTag) {
-                $array[] = "<{$pathTag} path=\"{$pathName}\">\n{$pathContent}\n</{$pathTag}>";
-                return "`{$pathName}` (see below for {$pathTag} tag)";
-            }
-
-            return "";
-        }, $original);
-
-        // 添加 tag 内容
-        if ($array) {
-            $original .= "\n\n" . implode("\n\n", $array);
-        }
-
-        return $original;
-    }
-
     /**
      * 为AI机器人生成系统提示词
      * 根据对话类型（用户对话、项目群、任务群、部门群等）生成相应的系统提示词
@@ -739,29 +644,15 @@ class BotReceiveMsgTask extends AbstractTask
                     case 'project':
                         $projectInfo = Project::whereDialogId($dialog->id)->first();
                         if ($projectInfo) {
-                            $projectDesc = $projectInfo->desc ?: "-";
-                            $projectStatus = $projectInfo->archived_at ? '已归档' : '正在进行中';
+                            $currentTime = Carbon::now()->toDateTimeString();
                             $sections[] = <<<EOF
                                 <context_info>
-                                当前我在项目【{$projectInfo->name}】中
-                                项目描述：{$projectDesc}
-                                项目状态：{$projectStatus}
+                                当前我在项目群聊中
+                                项目ID：{$projectInfo->id}
+                                项目名称：{$projectInfo->name}
+                                当前时间：{$currentTime}
                                 </context_info>
                                 EOF;
-
-                            $sections[] = <<<EOF
-                                <instructions>
-                                如果你判断我想要或需要添加任务，请按照以下格式回复：
-
-                                ::: create-task-list
-                                title: 任务标题1
-                                desc: 任务描述1
-
-                                title: 任务标题2
-                                desc: 任务描述2
-                                :::
-                                </instructions>
-                                EOF;
                         }
                         break;
 
@@ -769,26 +660,15 @@ class BotReceiveMsgTask extends AbstractTask
                     case 'task':
                         $taskInfo = ProjectTask::with(['content'])->whereDialogId($dialog->id)->first();
                         if ($taskInfo) {
-                            $taskContext = implode("\n", $taskInfo->AIContext());
+                            $currentTime = Carbon::now()->toDateTimeString();
                             $sections[] = <<<EOF
                                 <context_info>
-                                当前我在任务【{$taskInfo->name}】中
-                                当前时间：{$taskInfo->updated_at}
+                                当前我在任务群聊中
                                 任务ID：{$taskInfo->id}
-                                {$taskContext}
+                                任务名称：{$taskInfo->name}
+                                当前时间：{$currentTime}
                                 </context_info>
                                 EOF;
-
-                            $sections[] = <<<EOF
-                                <instructions>
-                                如果你判断我想要或需要添加子任务，请按照以下格式回复：
-
-                                ::: create-subtask-list
-                                title: 子任务标题1
-                                title: 子任务标题2
-                                :::
-                                </instructions>
-                                EOF;
                         }
                         break;
 
@@ -798,7 +678,9 @@ class BotReceiveMsgTask extends AbstractTask
                         if ($userDepartment) {
                             $sections[] = <<<EOF
                                 <context_info>
-                                当前我在【{$userDepartment->name}】的部门群聊中
+                                当前我在部门群聊中
+                                部门ID：{$userDepartment->id}
+                                部门名称：{$userDepartment->name}
                                 </context_info>
                                 EOF;
                         }
@@ -836,7 +718,6 @@ class BotReceiveMsgTask extends AbstractTask
         // 添加标签说明
         $tagDescs = [
             'role_setting' => '你的基础角色和行为定义',
-            'instructions' => '特定功能的操作指令',
             'context_info' => '当前环境和状态信息',
             'chat_history' => '最近的对话历史记录',
         ];