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diff --git a/docs/02-架构设计/Phase1架构决策.md b/docs/02-架构设计/Phase1架构决策-2026-06-12.md
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diff --git a/docs/02-架构设计/功能决策记录.md b/docs/02-架构设计/功能决策记录-2026-06-14.md
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diff --git a/docs/02-架构设计/对抗论证裁决报告.md b/docs/02-架构设计/对抗论证裁决报告-2026-06-12.md
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diff --git a/docs/02-架构设计/经验记录.md b/docs/02-架构设计/经验记录-2026-06-14.md
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diff --git a/docs/03-模块文档/df-ai-AI集成模块.md b/docs/03-模块文档/df-ai-AI集成模块-2026-06-12.md
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diff --git a/docs/04-功能迭代/DEVFLOW-1.CRUD层实施.md b/docs/04-功能迭代/DEVFLOW-1.CRUD层实施-2026-06-12.md
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diff --git a/docs/04-功能迭代/DEVFLOW-4.端到端验证.md b/docs/04-功能迭代/DEVFLOW-4.端到端验证-2026-06-12.md
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diff --git a/docs/06-前端开发/View改造指南.md b/docs/06-前端开发/View改造指南-2026-06-12.md
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diff --git a/docs/07-项目管理/Phase1任务清单.md b/docs/07-项目管理/Phase1任务清单-2026-06-12.md
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diff --git a/docs/08-用户指南/使用手册.md b/docs/08-用户指南/使用手册-2026-06-12.md
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diff --git a/src-tauri/src/commands/ai/audit.rs b/src-tauri/src/commands/ai/audit.rs
index 138ea7d..21d773c 100644
--- a/src-tauri/src/commands/ai/audit.rs
+++ b/src-tauri/src/commands/ai/audit.rs
@@ -7,7 +7,7 @@ use tauri::{AppHandle, Emitter};
 
 use df_ai::ai_tools::{AiToolRegistry, RiskLevel};
 use df_ai::provider::ChatMessage;
-use df_storage::crud::AiToolExecutionRepo;
+use df_storage::crud::{AiToolExecutionRepo, ProjectRepo};
 use df_storage::db::Database;
 use df_storage::models::AiToolExecutionRecord;
 
@@ -38,45 +38,79 @@ pub(crate) fn risk_from_str(s: &str) -> Option<RiskLevel> {
     }
 }
 
+/// 查项目可读标签：id → "「项目名」(id=x)"，查不到回退 "(id=x)"，空 id 返回空串。
+///
+/// AR-3：审批卡片需显示对象名而非裸 id（用户反馈"只返回 ID 不知道是什么数据"）。
+async fn resolve_project_label(db: &Arc<Database>, id: &str) -> String {
+    if id.is_empty() {
+        return String::new();
+    }
+    let repo = ProjectRepo::new(db);
+    match repo.get_by_id(id).await {
+        Ok(Some(p)) => format!("「{}」(id={})", p.name, id),
+        _ => format!("(id={})", id),
+    }
+}
+
 /// 拼审批 reason：按工具名 + args 取可读字段，让用户知道"审批要做什么"。
 ///
 /// 主要审批工具特化（带对象名/标识）：
-/// - delete_project/restore_project/purge_project → "删除/恢复/清除项目"+id
-/// - update_project → "修改项目"+field
-/// - bind_directory → "绑定目录"+path
-/// - create_task → "创建任务"+title；create_project → "创建项目"+name；create_idea → "捕获灵感"+title
-/// - run_workflow → "运行工作流"+name
+/// - delete_project/restore_project/purge_project → 查项目名拼"删除项目「名」(id=x)"
+/// - update_project → 查项目名 + field
+/// - bind_directory → path + 查项目名
+/// - create_task → title + 查 project_id 项目名；create_project → name；create_idea → title
+/// - run_workflow → name
 /// args 无可读字段或工具未特化时，fallback 原 risk 模板（含风险等级提示）。
-fn build_approval_reason(tool_name: &str, args: &serde_json::Value, risk_level: RiskLevel) -> String {
+async fn build_approval_reason(
+    tool_name: &str,
+    args: &serde_json::Value,
+    risk_level: RiskLevel,
+    db: &Arc<Database>,
+) -> String {
     let s = |key: &str| args.get(key).and_then(|v| v.as_str()).unwrap_or("");
     let detail = match tool_name {
         "delete_project" => {
             let id = s("id");
-            if !id.is_empty() { format!("删除项目（ID: {}）", id) } else { String::new() }
+            if !id.is_empty() { format!("删除项目{}", resolve_project_label(db, id).await) } else { String::new() }
         }
         "restore_project" => {
             let id = s("id");
-            if !id.is_empty() { format!("从回收站恢复项目（ID: {}）", id) } else { String::new() }
+            if !id.is_empty() { format!("从回收站恢复项目{}", resolve_project_label(db, id).await) } else { String::new() }
         }
         "purge_project" => {
             let id = s("id");
-            if !id.is_empty() { format!("永久删除项目及关联数据，不可恢复（ID: {}）", id) } else { String::new() }
+            if !id.is_empty() { format!("永久删除项目及关联数据，不可恢复{}", resolve_project_label(db, id).await) } else { String::new() }
         }
         "update_project" => {
+            let id = s("id");
             let field = s("field");
-            if !field.is_empty() { format!("修改项目字段「{}」", field) } else { String::new() }
+            if !id.is_empty() {
+                format!("修改项目{}字段「{}」", resolve_project_label(db, id).await, field)
+            } else if !field.is_empty() {
+                format!("修改项目字段「{}」", field)
+            } else { String::new() }
         }
         "bind_directory" => {
+            let id = s("id");
             let path = s("path");
-            if !path.is_empty() { format!("绑定目录：{}", path) } else { String::new() }
+            if !path.is_empty() && !id.is_empty() {
+                format!("绑定目录：{}（项目{}）", path, resolve_project_label(db, id).await)
+            } else if !path.is_empty() {
+                format!("绑定目录：{}", path)
+            } else { String::new() }
         }
         "create_task" => {
             let title = s("title");
-            if !title.is_empty() { format!("创建任务：{}", title) } else { String::new() }
+            let pid = s("project_id");
+            if !title.is_empty() && !pid.is_empty() {
+                format!("创建任务：{}（项目{}）", title, resolve_project_label(db, pid).await)
+            } else if !title.is_empty() {
+                format!("创建任务：{}", title)
+            } else { String::new() }
         }
         "create_project" => {
             let name = s("name");
-            if !name.is_empty() { format!("创建项目：{}", name) } else { String::new() }
+            if !name.is_empty() { format!("创建项目：「{}」", name) } else { String::new() }
         }
         "create_idea" => {
             let title = s("title");
@@ -241,7 +275,7 @@ pub(crate) async fn process_tool_calls(
                     recovered: false,
                 });
                 session.messages.push(ChatMessage::tool_result(&draft.id, "需要用户审批，等待确认"));
-                let reason = build_approval_reason(&draft.name, &args, risk_level);
+                let reason = build_approval_reason(&draft.name, &args, risk_level, db).await;
                 let _ = app_handle.emit("ai-chat-event", AiChatEvent::AiApprovalRequired {
                     id: draft.id.clone(),
                     name: draft.name.clone(),