diff --git a/src/components/Calendar/FullCalendarPro.tsx b/src/components/Calendar/FullCalendarPro.tsx
index 10bf5264..80208c45 100644
--- a/src/components/Calendar/FullCalendarPro.tsx
+++ b/src/components/Calendar/FullCalendarPro.tsx
@@ -49,6 +49,7 @@ export interface FullCalendarProProps {
     start: Date;
     end: Date;
     dates: string[];
+    clickedDate: string;
   }) => void;
   /** 月份变化回调 */
   onMonthChange?: (year: number, month: number) => void;
@@ -372,16 +373,33 @@ export const FullCalendarPro: React.FC<FullCalendarProProps> = ({
     [onDateClick]
   );
 
-  // 处理事件点击
+  // 处理事件点击（计算点击的具体日期）
   const handleEventClick = useCallback(
     (arg: EventClickArg) => {
       const { extendedProps } = arg.event;
-      if (arg.event.start && arg.event.end) {
+      const dates = extendedProps.dates as string[];
+
+      if (arg.event.start && dates?.length > 0) {
+        // 计算点击的是哪一天
+        let clickedDate = dates[0]; // 默认第一天
+
+        if (dates.length > 1) {
+          const rect = arg.el.getBoundingClientRect();
+          const clickX = arg.jsEvent.clientX - rect.left;
+          const dayWidth = rect.width / dates.length;
+          const dayIndex = Math.min(
+            Math.floor(clickX / dayWidth),
+            dates.length - 1
+          );
+          clickedDate = dates[dayIndex];
+        }
+
         onEventClick?.({
           title: arg.event.title,
           start: arg.event.start,
           end: arg.event.end,
-          dates: extendedProps.dates as string[],
+          dates: dates,
+          clickedDate: clickedDate,
         });
       }
     },
diff --git a/src/store/slices/communityDataSlice.js b/src/store/slices/communityDataSlice.js
index 1c44dc12..c745d681 100644
--- a/src/store/slices/communityDataSlice.js
+++ b/src/store/slices/communityDataSlice.js
@@ -508,6 +508,35 @@ const communityDataSlice = createSlice({
       const paginationKey = mode === 'four-row' ? 'fourRowPagination' : 'verticalPagination';
       state[paginationKey].current_page = page;
       logger.debug('CommunityData', '同步更新分页页码（缓存场景）', { mode, page });
+    },
+
+    /**
+     * 乐观更新事件投票计数（同步）
+     * @param {Object} action.payload - { eventId, voteType, delta }
+     * - eventId: 事件ID
+     * - voteType: 'bullish' | 'bearish'
+     * - delta: 增量（+1 或 -1）
+     */
+    updateEventVoteOptimistic: (state, action) => {
+      const { eventId, voteType, delta = 1 } = action.payload;
+      const countKey = voteType === 'bullish' ? 'bullish_count' : 'bearish_count';
+
+      // 更新纵向模式的事件数据
+      Object.keys(state.verticalEventsByPage || {}).forEach(page => {
+        const events = state.verticalEventsByPage[page];
+        const eventIndex = events.findIndex(e => e.id === eventId);
+        if (eventIndex !== -1) {
+          events[eventIndex][countKey] = (events[eventIndex][countKey] || 0) + delta;
+        }
+      });
+
+      // 更新平铺模式的事件数据
+      const fourRowIndex = (state.fourRowEvents || []).findIndex(e => e.id === eventId);
+      if (fourRowIndex !== -1) {
+        state.fourRowEvents[fourRowIndex][countKey] = (state.fourRowEvents[fourRowIndex][countKey] || 0) + delta;
+      }
+
+      logger.debug('CommunityData', '乐观更新事件投票', { eventId, voteType, delta });
     }
   },
 
@@ -714,7 +743,7 @@ const communityDataSlice = createSlice({
 
 // ==================== 导出 ====================
 
-export const { clearCache, clearSpecificCache, preloadData, setEventFollowStatus, updatePaginationPage } = communityDataSlice.actions;
+export const { clearCache, clearSpecificCache, preloadData, setEventFollowStatus, updatePaginationPage, updateEventVoteOptimistic } = communityDataSlice.actions;
 
 // ==================== 基础选择器（Selectors）====================
 export const selectPopularKeywords = (state) => state.communityData.popularKeywords;
diff --git a/src/views/Community/components/DynamicNews/DynamicNewsCard.js b/src/views/Community/components/DynamicNews/DynamicNewsCard.js
index f39b22ae..794860ed 100644
--- a/src/views/Community/components/DynamicNews/DynamicNewsCard.js
+++ b/src/views/Community/components/DynamicNews/DynamicNewsCard.js
@@ -35,7 +35,8 @@ import {
   toggleEventFollow,
   selectEventFollowStatus,
   selectVerticalEventsWithLoading,
-  selectFourRowEventsWithLoading
+  selectFourRowEventsWithLoading,
+  updateEventVoteOptimistic
 } from '@store/slices/communityDataSlice';
 import { usePagination } from './hooks/usePagination';
 import { PAGINATION_CONFIG, DISPLAY_MODES, REFRESH_DEBOUNCE_DELAY } from './constants';
@@ -223,7 +224,7 @@ const [currentMode, setCurrentMode] = useState('vertical');
     setCurrentMode(mode);
   }, [mode]);
 
-  // 看涨看跌投票处理
+  // 看涨看跌投票处理（乐观更新）
   const handleVoteChange = useCallback(async ({ eventId, voteType }) => {
     if (!isLoggedIn) {
       toast({
@@ -236,6 +237,10 @@ const [currentMode, setCurrentMode] = useState('vertical');
       return;
     }
 
+    // 🚀 乐观更新：立即 +1，无需等待 API 响应
+    dispatch(updateEventVoteOptimistic({ eventId, voteType, delta: 1 }));
+
+    // 后台默默发送 API 请求
     try {
       const response = await fetch(`${getApiBase()}/api/events/${eventId}/sentiment-vote`, {
         method: 'POST',
@@ -250,17 +255,12 @@ const [currentMode, setCurrentMode] = useState('vertical');
         throw new Error(data.error || '投票失败');
       }
 
-      toast({
-        title: voteType === 'bullish' ? '已看涨' : '已看跌',
-        status: 'success',
-        duration: 1500,
-        isClosable: true,
-      });
-
-      // 刷新当前页数据以更新投票计数
-      handlePageChange(currentPage, true);
+      // 成功：静默完成，不显示 toast（避免干扰用户）
+      console.log('[投票] 成功', { eventId, voteType });
     } catch (error) {
       console.error('投票失败:', error);
+      // ❌ 失败时回滚：-1 撤销乐观更新
+      dispatch(updateEventVoteOptimistic({ eventId, voteType, delta: -1 }));
       toast({
         title: '投票失败',
         description: error.message,
@@ -269,7 +269,7 @@ const [currentMode, setCurrentMode] = useState('vertical');
         isClosable: true,
       });
     }
-  }, [isLoggedIn, toast, handlePageChange, currentPage]);
+  }, [isLoggedIn, toast, dispatch]);
 
   /**
    * ⚡【核心逻辑】执行刷新的回调函数（包含原有的智能刷新逻辑）
diff --git a/src/views/Community/components/HeroPanel/components/CombinedCalendar.js b/src/views/Community/components/HeroPanel/components/CombinedCalendar.js
index e9409d9d..a1a218a6 100644
--- a/src/views/Community/components/HeroPanel/components/CombinedCalendar.js
+++ b/src/views/Community/components/HeroPanel/components/CombinedCalendar.js
@@ -14,7 +14,6 @@ import dayjs from "dayjs";
 import { GLASS_BLUR } from "@/constants/glassConfig";
 import { eventService } from "@services/eventService";
 import { getApiBase } from "@utils/apiConfig";
-import { getConceptHtmlUrl } from "@utils/textUtils";
 import { textColors } from "../constants";
 import { formatDateStr } from "../utils";
 
@@ -146,15 +145,21 @@ const CombinedCalendar = memo(({ DetailModal }) => {
     setCurrentMonth(new Date(year, month - 1, 1));
   }, []);
 
-  // 处理概念条点击 - 打开概念详情页
-  const handleEventClick = useCallback((event) => {
-    // event.title 格式: "概念名 (N天)" 或 "概念名"
-    const conceptName = event.title.replace(/\s*\(\d+天\)$/, "");
-    const url = getConceptHtmlUrl(conceptName);
-    if (url) {
-      window.open(url, "_blank");
-    }
-  }, []);
+  // 处理概念条点击 - 弹出当天弹窗
+  const handleEventClick = useCallback(
+    (event) => {
+      // 使用 clickedDate（YYYYMMDD 格式）构造 Date 对象
+      const dateStr = event.clickedDate || event.dates?.[0];
+      if (dateStr) {
+        const year = parseInt(dateStr.slice(0, 4), 10);
+        const month = parseInt(dateStr.slice(4, 6), 10) - 1;
+        const day = parseInt(dateStr.slice(6, 8), 10);
+        const date = new Date(year, month, day);
+        handleDateClick(date);
+      }
+    },
+    [handleDateClick]
+  );
 
   return (
     <>
diff --git a/src/views/Community/components/SearchFilters/CompactSearchBox.js b/src/views/Community/components/SearchFilters/CompactSearchBox.js
index 65590524..f336605f 100644
--- a/src/views/Community/components/SearchFilters/CompactSearchBox.js
+++ b/src/views/Community/components/SearchFilters/CompactSearchBox.js
@@ -388,18 +388,19 @@ const CompactSearchBox = ({
 
   return (
     <div style={{ padding: 0, background: "transparent" }}>
-      {/* 第一行：搜索框 + 日期筛选 */}
+      {/* 单行布局：搜索框 + 时间筛选 + 行业/等级/排序/重置 */}
       <Flex
         align="center"
-        gap={isMobile ? 8 : 12}
+        gap={isMobile ? 4 : 8}
+        wrap="wrap"
         style={{
           background: "rgba(255, 255, 255, 0.03)",
           border: `1px solid ${PROFESSIONAL_COLORS.gold[500]}`,
           borderRadius: "24px",
-          padding: isMobile ? "2px 4px" : "8px 16px",
-          marginBottom: isMobile ? 8 : 12,
+          padding: isMobile ? "4px 8px" : "8px 16px",
         }}
       >
+        {/* 搜索框 */}
         <AutoComplete
           value={inputValue}
           onChange={setInputValue}
@@ -408,7 +409,7 @@ const CompactSearchBox = ({
           onFocus={onSearchFocus}
           options={stockOptions}
           onKeyDown={(e) => e.key === "Enter" && handleMainSearch()}
-          style={{ flex: 1, minWidth: isMobile ? 100 : 200 }}
+          style={{ flex: 1, minWidth: isMobile ? 80 : 120 }}
           className="gold-placeholder"
           allowClear={{
             clearIcon: (
@@ -433,13 +434,14 @@ const CompactSearchBox = ({
         {!isMobile && (
           <Divider
             type="vertical"
-            style={{ height: 24, margin: "0 8px", borderColor: "rgba(255,255,255,0.15)" }}
+            style={{ height: 24, margin: "0 4px", borderColor: "rgba(255,255,255,0.15)" }}
           />
         )}
 
-        <div style={{ display: "flex", alignItems: "center", gap: 0 }}>
+        {/* 时间筛选 */}
+        <div style={{ display: "flex", alignItems: "center", gap: 0, flexShrink: 0 }}>
           <CalendarOutlined
-            style={{ color: PROFESSIONAL_COLORS.gold[500], fontSize: 14, marginRight: 8 }}
+            style={{ color: PROFESSIONAL_COLORS.gold[500], fontSize: 14, marginRight: 4 }}
           />
           <TradingTimeFilter
             value={tradingTimeRange?.key || null}
@@ -448,12 +450,18 @@ const CompactSearchBox = ({
             mobile={isMobile}
           />
         </div>
-      </Flex>
 
-      {/* 第二行：筛选条件 */}
-      {mode !== "mainline" && (
-        <Flex justify="space-between" align="center">
-          <Space size={isMobile ? 4 : 8}>
+        {/* 筛选控件 */}
+        {mode !== "mainline" && (
+          <>
+            {!isMobile && (
+              <Divider
+                type="vertical"
+                style={{ height: 24, margin: "0 4px", borderColor: "rgba(255,255,255,0.15)" }}
+              />
+            )}
+
+            {/* 行业筛选 */}
             <Cascader
               value={industryValue}
               onChange={handleIndustryChange}
@@ -478,16 +486,17 @@ const CompactSearchBox = ({
                 labels[labels.length - 1] || (isMobile ? "行业" : "行业筛选")
               }
               disabled={industryLoading}
-              style={{ minWidth: isMobile ? 70 : 80 }}
+              style={{ minWidth: isMobile ? 60 : 80 }}
               suffixIcon={null}
               className="transparent-cascader"
             />
 
+            {/* 事件等级 */}
             <AntSelect
               mode="multiple"
               value={importance}
               onChange={handleImportanceChange}
-              style={{ minWidth: isMobile ? 100 : 120 }}
+              style={{ minWidth: isMobile ? 80 : 100 }}
               placeholder={
                 <span style={{ display: "flex", alignItems: "center", gap: 4 }}>
                   <ThunderboltOutlined style={{ fontSize: 12 }} />
@@ -506,13 +515,12 @@ const CompactSearchBox = ({
                 </Option>
               ))}
             </AntSelect>
-          </Space>
 
-          <Space size={isMobile ? 4 : 8}>
+            {/* 排序 */}
             <AntSelect
               value={sort}
               onChange={handleSortChange}
-              style={{ minWidth: isMobile ? 55 : 120 }}
+              style={{ minWidth: isMobile ? 50 : 100 }}
               className="bracket-select"
             >
               {SORT_OPTIONS.map((opt) => (
@@ -525,17 +533,19 @@ const CompactSearchBox = ({
               ))}
             </AntSelect>
 
-            <Button
-              icon={<ReloadOutlined />}
-              onClick={handleReset}
-              type="text"
-              style={{ color: PROFESSIONAL_COLORS.text.secondary }}
-            >
-              {!isMobile && "重置筛选"}
-            </Button>
-          </Space>
-        </Flex>
-      )}
+            {/* 重置 */}
+            <Tooltip title="重置筛选">
+              <Button
+                icon={<ReloadOutlined />}
+                onClick={handleReset}
+                type="text"
+                size="small"
+                style={{ color: PROFESSIONAL_COLORS.text.secondary, flexShrink: 0 }}
+              />
+            </Tooltip>
+          </>
+        )}
+      </Flex>
     </div>
   );
 };