diff --git a/src-tauri/src/commands/ai/audit.rs b/src-tauri/src/commands/ai/audit.rs
index d05406e..f3a9315 100644
--- a/src-tauri/src/commands/ai/audit.rs
+++ b/src-tauri/src/commands/ai/audit.rs
@@ -38,6 +38,71 @@ pub(crate) fn risk_from_str(s: &str) -> Option<RiskLevel> {
     }
 }
 
+/// 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 → "捕获想法"+title
+/// - run_workflow → "运行工作流"+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 {
+    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() }
+        }
+        "restore_project" => {
+            let id = s("id");
+            if !id.is_empty() { format!("从回收站恢复项目（ID: {}）", id) } 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() }
+        }
+        "update_project" => {
+            let field = s("field");
+            if !field.is_empty() { format!("修改项目字段「{}」", field) } else { String::new() }
+        }
+        "bind_directory" => {
+            let path = s("path");
+            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() }
+        }
+        "create_project" => {
+            let name = s("name");
+            if !name.is_empty() { format!("创建项目：{}", name) } else { String::new() }
+        }
+        "create_idea" => {
+            let title = s("title");
+            if !title.is_empty() { format!("捕获想法：{}", title) } else { String::new() }
+        }
+        "run_workflow" => {
+            let name = s("name");
+            if !name.is_empty() { format!("运行工作流：{}", name) } else { String::new() }
+        }
+        _ => String::new(),
+    };
+    if detail.is_empty() {
+        // fallback：无可读字段，保留风险等级提示模板
+        match risk_level {
+            RiskLevel::High => "高风险操作，必须人工批准".to_string(),
+            _ => "创建操作，请确认是否执行".to_string(),
+        }
+    } else {
+        // 拼上风险等级后缀（高风险标注，便于用户权衡）
+        match risk_level {
+            RiskLevel::High => format!("{}（高风险，需人工批准）", detail),
+            _ => format!("{}（请确认是否执行）", detail),
+        }
+    }
+}
+
 /// 启动恢复:从审计表重建 pending_approvals(重启前未审批的工具调用,内存态已丢)
 ///
 /// pending_approvals 是 AiSession 内存 HashMap,重启必丢。ai_tool_executions 表已存
@@ -176,10 +241,7 @@ 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 = match risk_level {
-                    RiskLevel::High => "高风险操作，必须人工批准".to_string(),
-                    _ => "创建操作，请确认是否执行".to_string(),
-                };
+                let reason = build_approval_reason(&draft.name, &args, risk_level);
                 let _ = app_handle.emit("ai-chat-event", AiChatEvent::AiApprovalRequired {
                     id: draft.id.clone(),
                     name: draft.name.clone(),
diff --git a/src-tauri/src/commands/ai/commands.rs b/src-tauri/src/commands/ai/commands.rs
index 46c08b4..d6baec9 100644
--- a/src-tauri/src/commands/ai/commands.rs
+++ b/src-tauri/src/commands/ai/commands.rs
@@ -366,6 +366,11 @@ pub async fn ai_conversation_create(state: State<'_, AppState>) -> Result<serde_
     let now = now_millis();
 
     let mut session = state.ai_session.lock().await;
+    // 生成中(含审批等待态)禁止新建对话:否则 clear 会清空 pending_approvals,
+    // 用户审批时 ai_approve 找不到 pending → generating 永不复位 → 面板卡死需重启
+    if session.generating {
+        return Err("生成中无法新建对话，请先停止或等待完成".to_string());
+    }
     session.active_conversation_id = Some(id.clone());
     session.active_conv_created_at = Some(now);
     session.messages.clear();
diff --git a/src-tauri/src/commands/ai/tool_registry.rs b/src-tauri/src/commands/ai/tool_registry.rs
index 4cc952b..75b95db 100644
--- a/src-tauri/src/commands/ai/tool_registry.rs
+++ b/src-tauri/src/commands/ai/tool_registry.rs
@@ -144,8 +144,11 @@ pub fn build_ai_tool_registry(db: &Arc<Database>) -> AiToolRegistry {
         })},
     );
     registry.register(
-        "create_project", "创建新项目",
-        df_ai::ai_tools::object_schema(vec![("name", "string", true), ("description", "string", false)]),
+        "create_project", "创建新项目，可选传 path/stack 一步完成创建+绑定目录（无需再调 bind_directory）",
+        df_ai::ai_tools::object_schema(vec![
+            ("name", "string", true), ("description", "string", false),
+            ("path", "string", false), ("stack", "string", false),
+        ]),
         RiskLevel::Medium,
         { let db = db.clone(); Box::new(move |args: serde_json::Value| {
             let db = db.clone();
@@ -161,7 +164,42 @@ pub fn build_ai_tool_registry(db: &Arc<Database>) -> AiToolRegistry {
                 };
                 let id = record.id.clone();
                 repo.insert(record).await?;
-                Ok(serde_json::json!({ "id": id, "name": name, "status": "planning" }))
+                // path 缺省:保持原行为(仅创建,不绑定)
+                let path_opt = args.get("path").and_then(|v| v.as_str()).filter(|s| !s.is_empty());
+                if let Some(path) = path_opt {
+                    // 绑定逻辑复用自 bind_directory handler(下文):目录校验 + 防重复绑定 + spawn_blocking 探测技术栈
+                    // TODO: 抽公共绑定闭包/函数供 create_project 与 bind_directory 共用(当前内联以收敛改动范围)
+                    let dir = std::path::Path::new(path);
+                    if !dir.is_dir() {
+                        anyhow::bail!("目录不存在: {path}");
+                    }
+                    let target = df_project::scan::normalize_path(path);
+                    let projects = repo.list_active().await?;
+                    for proj in &projects {
+                        if proj.id != id {
+                            if let Some(pp) = &proj.path {
+                                if df_project::scan::normalize_path(pp) == target {
+                                    anyhow::bail!("目录已被项目「{}」绑定", proj.name);
+                                }
+                            }
+                        }
+                    }
+                    // stack:AI 提供则用,否则探测(detect_stack 内含多次同步 fs IO,必须 spawn_blocking)
+                    let stack = if let Some(s) = args.get("stack").and_then(|v| v.as_str()).filter(|s| !s.is_empty()) {
+                        s.split(',').map(|t| t.trim().to_string()).filter(|t| !t.is_empty()).collect::<Vec<String>>()
+                    } else {
+                        let dir_buf = std::path::PathBuf::from(path);
+                        tokio::task::spawn_blocking(move || df_project::scan::detect_stack(&dir_buf))
+                            .await
+                            .map_err(|e| anyhow::anyhow!("技术栈探测任务失败: {e}"))??
+                    };
+                    let stack_json = serde_json::to_string(&stack)?;
+                    repo.update_field(&id, "path", path).await?;
+                    repo.update_field(&id, "stack", &stack_json).await?;
+                    Ok(serde_json::json!({ "id": id, "name": name, "status": "planning", "path": path, "stack": stack, "bound": true }))
+                } else {
+                    Ok(serde_json::json!({ "id": id, "name": name, "status": "planning" }))
+                }
             })
         })},
     );
diff --git a/src/components/ToolCard.vue b/src/components/ToolCard.vue
index ebfa440..e2e7796 100644
--- a/src/components/ToolCard.vue
+++ b/src/components/ToolCard.vue
@@ -31,7 +31,7 @@
       <div v-if="tc.status === 'pending_approval'" class="ai-tool-approval">
         <div v-if="toolArgsEntries(tc.args).length" class="ai-tool-approval-args">
           <div v-for="arg in toolArgsEntries(tc.args)" :key="arg.key" class="ai-tool-arg">
-            <span class="ai-tool-arg-key">{{ arg.key }}</span>
+            <span class="ai-tool-arg-key">{{ arg.label }}</span>
             <span class="ai-tool-arg-val">{{ formatArgValue(arg.val) }}</span>
           </div>
         </div>
@@ -119,6 +119,8 @@ interface ToolResult {
   title?: string
   field?: string
   deleted?: boolean
+  restored?: boolean
+  purged?: boolean
 }
 
 /** 内联 SVG 图标字符串(经 v-html 注入,常量安全;图标库改造见决策记录) */
@@ -145,10 +147,29 @@ function formatJson(data: unknown): string {
   }
 }
 
+/** 审批参数 key → 友好标签映射(静态,不查 store);未命中回退原 key */
+const ARG_LABEL_MAP: Record<string, string> = {
+  id: 'ID',
+  project_id: '项目 ID',
+  name: '名称',
+  title: '标题',
+  description: '描述',
+  field: '字段',
+  value: '新值',
+  path: '路径',
+  priority: '优先级',
+  tags: '标签',
+  source: '来源',
+}
+
 /** 审批参数转键值对数组(非对象/空时返回空数组,防 args 非 object 时 v-for 报错) */
-function toolArgsEntries(args: unknown): Array<{ key: string; val: unknown }> {
+function toolArgsEntries(args: unknown): Array<{ key: string; label: string; val: unknown }> {
   if (args && typeof args === 'object' && !Array.isArray(args)) {
-    return Object.entries(args as Record<string, unknown>).map(([key, val]) => ({ key, val }))
+    return Object.entries(args as Record<string, unknown>).map(([key, val]) => ({
+      key,
+      label: ARG_LABEL_MAP[key] || key,
+      val,
+    }))
   }
   return []
 }
@@ -282,6 +303,8 @@ function toolResultSummary(tc: AiToolCallInfo): string {
     case 'create_task': return r.title ? t('aiTool.createdWithName', { name: r.title }) : t('aiTool.created')
     case 'update_project': return r.field ? t('aiTool.updatedField', { field: r.field }) : t('aiTool.updated')
     case 'delete_project': return r.deleted ? t('aiTool.deleted') : t('aiTool.deleteIneffective')
+    case 'restore_project': return r.restored ? t('aiTool.restored') : t('aiTool.restoreIneffective')
+    case 'purge_project': return r.purged ? t('aiTool.purged') : t('aiTool.purgeIneffective')
     case 'run_workflow': return t('aiTool.workflowHint')
     default: return ''
   }
diff --git a/src/i18n/en/aiTool.ts b/src/i18n/en/aiTool.ts
index b323473..ec0fa6f 100644
--- a/src/i18n/en/aiTool.ts
+++ b/src/i18n/en/aiTool.ts
@@ -26,6 +26,10 @@ export default {
     updated: 'Updated',
     deleted: 'Deleted',
     deleteIneffective: 'Delete ineffective',
+    restored: 'Restored',
+    restoreIneffective: 'Restore ineffective (not in trash)',
+    purged: 'Purged',
+    purgeIneffective: 'Purge ineffective',
     workflowHint: 'Run it on the workflow page',
   },
 }
diff --git a/src/i18n/zh-CN/aiTool.ts b/src/i18n/zh-CN/aiTool.ts
index 41a5c73..fe51fb0 100644
--- a/src/i18n/zh-CN/aiTool.ts
+++ b/src/i18n/zh-CN/aiTool.ts
@@ -28,6 +28,10 @@ export default {
     updated: '已更新',
     deleted: '已删除',
     deleteIneffective: '删除未生效',
+    restored: '已恢复',
+    restoreIneffective: '恢复未生效（项目不在回收站）',
+    purged: '已彻底删除',
+    purgeIneffective: '清除未生效',
     workflowHint: '请到工作流页面运行',
   },
 }