diff --git a/web/reinfo.php b/web/reinfo.php
index 249223e..898443e 100644
--- a/web/reinfo.php
+++ b/web/reinfo.php
@@ -109,7 +109,6 @@ $view_reinfo_dedup_count = 0; // 折叠掉的测试点数
 $verdict_color_class = "blue"; // semantic ui color: green/red/orange/yellow/grey
 $result_icon = "info circle";
 $verdict_tip = "";
-$verdict_hints = array();
 
 if($ok){
 
@@ -143,75 +142,39 @@ if($ok){
     default: $verdict_color_class = "blue";  $result_icon = "info circle";
   }
 
-  // 友好提示
+  // 友好提示：仅保留标题性文字，具体修复建议交给 AI 点评
   switch ($result_code) {
     case 4:  // AC
       $verdict_tip = "本次提交通过了所有测试点";
-      $verdict_hints[] = "注意时间/内存是否接近限制，考虑是否有更优的算法";
-      $verdict_hints[] = "可以继续挑战更高难度或查看其他人的标程";
       break;
     case 5:  // PE
       $verdict_tip = "输出与预期基本一致但格式不符（Presentation Error）";
-      $verdict_hints[] = "对照样例：每行末尾是否多/少换行";
-      $verdict_hints[] = "检查空格、大小写、标点符号";
-      $verdict_hints[] = "PE 通常是细微的格式问题，请逐字符对比";
       break;
     case 6:  // WA
       $verdict_tip = "输出与预期不符（Wrong Answer）";
-      $verdict_hints[] = "对照样例手动模拟程序执行过程";
-      $verdict_hints[] = "检查边界条件：n=0、n=1、极值、空输入";
-      $verdict_hints[] = "注意 long long 溢出、int 范围";
       break;
     case 7:  // TLE
       $verdict_tip = $MSG_HINT_TLE;
-      $verdict_hints[] = "检查是否有死循环（循环变量未更新）";
-      $verdict_hints[] = "优化算法复杂度（如 O(n²) → O(n log n)）";
-      $verdict_hints[] = "递归层数过深？改为迭代或加深栈";
       break;
     case 8:  // MLE
       $verdict_tip = $MSG_HINT_MLE;
-      $verdict_hints[] = "大数组开在函数内（栈）？改为全局或 new";
-      $verdict_hints[] = "Java: 减小内存使用或调整 JVM 参数";
-      $verdict_hints[] = "递归太深未释放，考虑显式清理";
       break;
     case 9:  // OLE
       $verdict_tip = $MSG_HINT_OLE;
-      $verdict_hints[] = "是否有死循环输出";
-      $verdict_hints[] = "调试用的 print/cout 是否忘记删除";
       break;
     case 10: // RE
       $verdict_tip = "程序运行中发生错误（Runtime Error）";
-      $verdict_hints[] = "数组下标是否越界（i<n 还是 i<=n）";
-      $verdict_hints[] = "除以零、空指针、栈溢出";
-      $verdict_hints[] = "递归爆栈：转迭代或加尾递归";
       break;
     case 11: // CE
       $verdict_tip = "编译错误（Compile Error）。请查看编译信息页。";
       break;
     case 13: // TR (test run)
       $verdict_tip = "测试运行完成（Test Run）";
-      $verdict_hints[] = "你输入的测试数据已与程序输出对比";
       break;
     default:
       $verdict_tip = "正在评判，请稍候刷新";
   }
 
-  // === 阶段 2：syscall vs 真正越界 的区分 ===
-  if ($result_code === 10) {
-    if (preg_match('/Forbidden system call.*CALLID:(\d+)/', $raw_error, $m)) {
-      $callid = $m[1];
-      $verdict_hints[] = sprintf("系统调用 ID=%d 被判题器禁止，常见于直接操作文件/网络/进程", $callid);
-    }
-    // Java / Python / Go 的细化提示
-    if (preg_match('/java\.lang\.(\w+Exception|\w+Error)/', $raw_error, $m2)) {
-      $verdict_hints[] = "Java 异常类型：" . $m2[1];
-    } elseif (preg_match('/Traceback \(most recent call last\)/', $raw_error)) {
-      $verdict_hints[] = "Python 抛出异常，下方 traceback 从下往上读就是异常源头";
-    } elseif (preg_match('/panic:.*?(index out of range|invalid memory address|nil pointer)/i', $raw_error)) {
-      $verdict_hints[] = "Go 运行时报错：通常是越界访问或 nil 指针";
-    }
-  }
-
   // === 阶段 3：原始错误处理（syscall 提示 vs 占位符修复）===
   $view_reinfo_raw = $raw_error;
   if (trim($raw_error) === "") {
diff --git a/web/template/syzoj/reinfo.php b/web/template/syzoj/reinfo.php
index 3053a28..103d6cc 100644
--- a/web/template/syzoj/reinfo.php
+++ b/web/template/syzoj/reinfo.php
@@ -51,25 +51,14 @@
     margin-right: 4px;
 }
 
-#friendly-explain {
+#verdict-tip {
     margin-bottom: 18px;
-}
-#friendly-explain .verdict-tip {
     font-size: 1.05em;
-    margin-bottom: 12px;
     padding: 8px 12px;
     background: rgba(33,150,243,0.08);
     border-radius: 6px;
     border-left: 3px solid #2185d0;
 }
-#friendly-explain .verdict-hints {
-    margin: 0;
-    padding-left: 22px;
-}
-#friendly-explain .verdict-hints li {
-    margin-bottom: 6px;
-    line-height: 1.5;
-}
 
 #raw-info-accordion {
     margin-bottom: 18px;
@@ -116,21 +105,19 @@
     word-break: break-word;
 }
 
-/* 错误解释列表（由 JS explain() 填充） */
-#errexp-list {
-    list-style: disc;
-    padding-left: 22px;
-    margin: 0;
+/* 错误解释列表（由 JS explain() 填充） - 已弃用，由 AI 点评替代 */
+
+/* 自动刷新状态 */
+i.icon.spinning {
+    animation: spin 1.2s linear infinite;
 }
-#errexp-list li {
-    margin-bottom: 6px;
-    line-height: 1.5;
+@keyframes spin {
+    from { transform: rotate(0deg); }
+    to   { transform: rotate(360deg); }
 }
-#errexp-list li code {
-    background: rgba(0,0,0,0.05);
-    padding: 1px 4px;
-    border-radius: 3px;
-    font-size: 0.9em;
+#auto-refresh-status {
+    color: #2185d0;
+    font-weight: 600;
 }
 </style>
 
@@ -155,65 +142,22 @@
                     <span class="stat"><i class="microchip icon"></i><?php echo $verdict_memory ?> KB</span>
                     <span class="stat"><i class="clock icon"></i><?php echo $verdict_time ?> ms</span>
                     <span class="stat"><i class="code icon"></i><?php echo htmlspecialchars($verdict_lang, ENT_QUOTES, 'UTF-8') ?></span>
+                    <span class="stat" id="auto-refresh-status" style="display:none;">
+                        <i class="refresh icon spinning"></i> <span id="auto-refresh-text"></span>
+                    </span>
                 </div>
             </div>
         </h2>
     </div>
 
-    <!-- 2. 友好解释区（永远非空） -->
-    <div class="ui message" id="friendly-explain">
-        <div class="header">
-            <i class="lightbulb outline icon"></i>
-            <?php echo isset($MSG_FRIENDLY_EXPLAIN) ? $MSG_FRIENDLY_EXPLAIN : '错误解释'; ?>
-        </div>
-        <div class="verdict-tip">
-            <i class="info circle icon"></i>
-            <?php echo isset($verdict_tip) ? htmlspecialchars($verdict_tip, ENT_QUOTES, 'UTF-8') : ''; ?>
-        </div>
-        <?php if (!empty($verdict_hints) && is_array($verdict_hints)): ?>
-        <ul class="verdict-hints">
-            <?php foreach ($verdict_hints as $h): ?>
-                <li><?php echo htmlspecialchars($h, ENT_QUOTES, 'UTF-8'); ?></li>
-            <?php endforeach; ?>
-        </ul>
-        <?php endif; ?>
-        <!-- JS explain() 也会把 pats[] 匹配到的具体错误模式追加在这里 -->
-        <ul id="errexp-list"></ul>
+    <!-- 2. 判题结果标题提示（仅一句话，具体修复建议交给 AI） -->
+    <div class="ui info message" id="verdict-tip">
+        <i class="info circle icon"></i>
+        <?php echo isset($verdict_tip) ? htmlspecialchars($verdict_tip, ENT_QUOTES, 'UTF-8') : ''; ?>
     </div>
 
-    <!-- 3. 原始错误折叠（默认收起） -->
-    <div class="ui styled accordion" id="raw-info-accordion">
-        <div class="title">
-            <i class="dropdown icon"></i>
-            <?php echo isset($MSG_RAW_ERROR) ? $MSG_RAW_ERROR : '查看原始错误信息'; ?>
-            <?php if (!empty($view_reinfo_dedup_count)): ?>
-                <span class="ui tiny teal label dedup-label">
-                    <?php echo sprintf(isset($MSG_DEDUP_HINT) ? $MSG_DEDUP_HINT : '已折叠 %d 个相同测试点', intval($view_reinfo_dedup_count)); ?>
-                </span>
-            <?php endif; ?>
-            <?php if (trim($view_reinfo) === ''): ?>
-                <span class="dedup-label empty-notice">（无）</span>
-            <?php endif; ?>
-        </div>
-        <div class="content">
-            <?php if (trim($view_reinfo) === ''): ?>
-                <p class="empty-notice">当前判题结果没有原始错误信息（如 TLE/MLE 通常不会写 runtimeinfo）。</p>
-            <?php else: ?>
-                <pre id="errtxt"><?php
-                    // 普通用户：折叠后；管理员/源浏览者：原文
-                    if (isset($is_admin_session) && $is_admin_session) {
-                        echo htmlspecialchars($view_reinfo_raw, ENT_QUOTES, 'UTF-8');
-                    } elseif (isset($is_source_browser) && $is_source_browser) {
-                        echo htmlspecialchars($view_reinfo_raw, ENT_QUOTES, 'UTF-8');
-                    } else {
-                        echo htmlspecialchars($view_reinfo, ENT_QUOTES, 'UTF-8');
-                    }
-                ?></pre>
-            <?php endif; ?>
-        </div>
-    </div>
 
-    <!-- 4. AI 点评区（直接显示按钮，不再折叠） -->
+    <!-- 3. AI 点评区（直接显示按钮，提到原始错误上面） -->
     <?php if (isset($OJ_LLM_ENABLED) && $OJ_LLM_ENABLED) { ?>
     <div class="ui raised segment" id="llm-section">
         <h3 class="ui header">
@@ -347,6 +291,38 @@
     </script>
     <?php } ?>
 
+    <!-- 4. 原始错误折叠（默认收起） -->
+    <div class="ui styled accordion" id="raw-info-accordion">
+        <div class="title">
+            <i class="dropdown icon"></i>
+            <?php echo isset($MSG_RAW_ERROR) ? $MSG_RAW_ERROR : '查看原始错误信息'; ?>
+            <?php if (!empty($view_reinfo_dedup_count)): ?>
+                <span class="ui tiny teal label dedup-label">
+                    <?php echo sprintf(isset($MSG_DEDUP_HINT) ? $MSG_DEDUP_HINT : '已折叠 %d 个相同测试点', intval($view_reinfo_dedup_count)); ?>
+                </span>
+            <?php endif; ?>
+            <?php if (trim($view_reinfo) === ''): ?>
+                <span class="dedup-label empty-notice">（无）</span>
+            <?php endif; ?>
+        </div>
+        <div class="content">
+            <?php if (trim($view_reinfo) === ''): ?>
+                <p class="empty-notice">当前判题结果没有原始错误信息（如 TLE/MLE 通常不会写 runtimeinfo）。</p>
+            <?php else: ?>
+                <pre id="errtxt"><?php
+                    // 普通用户：折叠后；管理员/源浏览者：原文
+                    if (isset($is_admin_session) && $is_admin_session) {
+                        echo htmlspecialchars($view_reinfo_raw, ENT_QUOTES, 'UTF-8');
+                    } elseif (isset($is_source_browser) && $is_source_browser) {
+                        echo htmlspecialchars($view_reinfo_raw, ENT_QUOTES, 'UTF-8');
+                    } else {
+                        echo htmlspecialchars($view_reinfo, ENT_QUOTES, 'UTF-8');
+                    }
+                ?></pre>
+            <?php endif; ?>
+        </div>
+    </div>
+
     <!-- 5. 快捷操作区 -->
     <div class="quick-actions">
         <div class="ui horizontal divider">
@@ -372,122 +348,6 @@
 
 </div>
 
-<!-- 错误模式 → 解释（pats[]/exps[]，共 28 条） -->
-<script>
-    var pats = new Array();
-    var exps = new Array();
-    var patsSeen = {};   // 防止"段错误"和"stack smashing"双重提示
-
-    // === 原有 11 条 ===
-    pats[0]=/A Not allowed system call.* /;
-    exps[0]="<?php echo $MSG_A_NOT_ALLOWED_SYSTEM_CALL ?>";
-    pats[1]=/Segmentation fault/;
-    exps[1]="<?php echo $MSG_SEGMETATION_FAULT ?>";
-    pats[2]=/Floating point exception/;
-    exps[2]="<?php echo $MSG_FLOATING_POINT_EXCEPTION ?>";
-    pats[3]=/buffer overflow detected/;
-    exps[3]="<?php echo $MSG_BUFFER_OVERFLOW_DETECTED ?>";
-    pats[4]=/Killed/;
-    exps[4]="<?php echo $MSG_PROCESS_KILLED ?>";
-    pats[5]=/Alarm clock/;
-    exps[5]="<?php echo $MSG_ALARM_CLOCK ?>";
-    pats[6]=/CALLID:20/;
-    exps[6]="<?php echo $MSG_CALLID_20 ?>";
-    pats[7]=/ArrayIndexOutOfBoundsException/;
-    exps[7]="<?php echo $MSG_ARRAY_INDEX_OUT_OF_BOUNDS_EXCEPTION ?>";
-    pats[8]=/StringIndexOutOfBoundsException/;
-    exps[8]="<?php echo $MSG_STRING_INDEX_OUT_OF_BOUNDS_EXCEPTION ?>";
-    pats[9]=/Binary files/;
-    exps[9]="<?php echo $MSG_WRONG_OUTPUT_TYPE_EXCEPTION ?>";
-    pats[10]=/non-zero return/;
-    exps[10]="<?php echo $MSG_NON_ZERO_RETURN ?>";
-
-    // === 新增 17 条（覆盖 glibc / Java / Python / Go） ===
-    pats[11]=/stack smashing detected/;
-    exps[11]="<?php echo $MSG_STACK_SMASHING_DETECTED ?>";
-    // 同时标 pats[3] 已被覆盖（避免重复）
-    pats[12]=/terminate called after throwing/;
-    exps[12]="<?php echo $MSG_TERMINATE_CALLED ?>";
-    pats[13]=/NullPointerException/;
-    exps[13]="<?php echo $MSG_NULL_POINTER_EXCEPTION ?>";
-    pats[14]=/NumberFormatException/;
-    exps[14]="<?php echo $MSG_NUMBER_FORMAT_EXCEPTION ?>";
-    pats[15]=/ClassCastException/;
-    exps[15]="<?php echo $MSG_CLASS_CAST_EXCEPTION ?>";
-    pats[16]=/NegativeArraySizeException/;
-    exps[16]="<?php echo $MSG_NEGATIVE_ARRAY_SIZE_EXCEPTION ?>";
-    pats[17]=/Traceback \(most recent call last\)/;
-    exps[17]="<?php echo $MSG_PYTHON_TRACEBACK ?>";
-    pats[18]=/RecursionError/;
-    exps[18]="<?php echo $MSG_PYTHON_RECURSION_ERROR ?>";
-    pats[19]=/IndentationError/;
-    exps[19]="<?php echo $MSG_PYTHON_INDENTATION_ERROR ?>";
-    pats[20]=/ZeroDivisionError/;
-    exps[20]="<?php echo $MSG_PYTHON_ZERO_DIVISION ?>";
-    pats[21]=/NameError:/;
-    exps[21]="<?php echo $MSG_PYTHON_NAME_ERROR ?>";
-    pats[22]=/panic:.*runtime error/;
-    exps[22]="<?php echo $MSG_GO_PANIC ?>";
-    pats[23]=/Aborted \(core dumped\)/;
-    exps[23]="<?php echo $MSG_ABORTED_CORE_DUMPED ?>";
-    pats[24]=/CALLID:(\d+)/;
-    exps[24]="使用了非法的系统调用（syscall），请检查是否访问了文件、网络、进程等受限资源。";
-    pats[25]=/StackOverflowError/;
-    exps[25]="<?php echo $MSG_STACK_OVERFLOW_ERROR ?? '栈溢出（StackOverflowError）。通常是递归层数过深或局部大数组占用过多栈空间。' ?>";
-    pats[26]=/class not found|Could not find or load main class/;
-    exps[26]="Java 类未找到。检查 public class 名称是否与文件名一致，是否有 package 声明。";
-    pats[27]=/no test data/;
-    exps[27]="没有找到测试数据，请联系管理员检查题目数据。";
-
-    /**
-     * 把匹配到的错误模式追加到 <ul id="errexp-list">
-     * 同一类错误（内存类/异常类/系统调用类）只显示一次
-     */
-    function explain(){
-        var errmsg = $("#errtxt").text();
-        if (!errmsg || errmsg.trim() === '') return;
-
-        // 同族分组
-        var familyMap = {
-            'mem':  [1, 3, 11, 25],          // 段错误 / 缓冲溢出 / stack smashing / 栈溢出
-            'sysc': [0, 6, 24],              // 系统调用
-            'time': [4, 5],                  // 时间/Killed
-            'arith':[2, 20],                 // 除零
-            'jexc': [7, 8, 13, 14, 15, 16, 25], // Java 异常
-            'pyexc':[17, 18, 19, 20, 21],    // Python
-            'goexc':[22],                    // Go
-        };
-
-        var shownFamilies = {};
-        var shown = {};
-        var items = [];
-
-        for (var i = 0; i < pats.length; i++) {
-            if (!pats[i] || shown[i]) continue;
-            var ret = pats[i].exec(errmsg);
-            if (!ret) continue;
-
-            // 检查是否已被同族其它规则覆盖
-            var family = null;
-            for (var f in familyMap) {
-                if (familyMap[f].indexOf(i) >= 0) { family = f; break; }
-            }
-            if (family && shownFamilies[family]) continue;
-            if (family) shownFamilies[family] = true;
-            shown[i] = true;
-
-            items.push("<li><code>" + ret[0] + "</code> &rarr; " + exps[i] + "</li>");
-        }
-
-        if (items.length > 0) {
-            $("#errexp-list").html(items.join(""));
-        } else {
-            $("#errexp-list").html("<li class='empty-notice'>未匹配到具体错误模式，请参考原始错误信息或 AI 点评。</li>");
-        }
-    }
-    explain();
-</script>
-
 <?php if(isset($OJ_MARKDOWN) && $OJ_MARKDOWN){ ?>
 <script>
     $(document).ready(function(){
@@ -587,4 +447,96 @@
 </script>
 <?php } ?>
 
+<!-- 自动刷新：判题中（result < 4 或 > 14）时定时拉取最新状态 -->
+<?php
+  $result_code_js = isset($row['result']) ? intval($row['result']) : 4;
+  $sid_js = isset($id) ? intval($id) : 0;
+  // 0=Pending, 1=Pending Rejudging, 2=Compiling, 3=Running/Judging, 14=Manual, 15=Submitting, 16/17=Remote
+  $is_pending = ($result_code_js < 4) || ($result_code_js > 14);
+?>
+<?php if ($sid_js > 0 && $is_pending): ?>
+<script>
+(function(){
+  var sid = <?php echo $sid_js ?>;
+  var currentResult = <?php echo $result_code_js ?>;
+  var interval = 1500;       // 初始 1.5s
+  var maxInterval = 8000;    // 最长 8s
+  var countdown = 0;
+  var stopped = false;
+
+  function showStatus(text){
+    var el = document.getElementById('auto-refresh-status');
+    var t  = document.getElementById('auto-refresh-text');
+    if (el && t) {
+      el.style.display = '';
+      t.textContent = text;
+    }
+  }
+
+  function hideStatus(){
+    var el = document.getElementById('auto-refresh-status');
+    if (el) el.style.display = 'none';
+  }
+
+  function tick(){
+    if (stopped) return;
+    countdown--;
+    if (countdown > 0) {
+      showStatus('将在 ' + countdown + ' 秒后自动刷新');
+      setTimeout(tick, 1000);
+      return;
+    }
+    fetch('status-ajax.php?solution_id=' + sid + '&t=json', {credentials: 'same-origin'})
+      .then(function(r){ return r.json(); })
+      .then(function(data){
+        if (!data || typeof data.result === 'undefined') {
+          // 解析失败，下次重试
+          interval = Math.min(interval * 1.5, maxInterval);
+          countdown = Math.ceil(interval / 1000);
+          tick();
+          return;
+        }
+        var newResult = parseInt(data.result);
+        if (newResult >= 4 && newResult <= 14) {
+          // 判题完成，刷新页面拿到完整错误信息
+          showStatus('判题完成，正在刷新...');
+          setTimeout(function(){ location.reload(); }, 400);
+          stopped = true;
+          return;
+        }
+        // 仍在评判中
+        interval = Math.min(interval * 1.3, maxInterval);
+        countdown = Math.ceil(interval / 1000);
+        showStatus('判题中，将在 ' + countdown + ' 秒后再次查询');
+        setTimeout(tick, 1000);
+      })
+      .catch(function(err){
+        // 网络错误，重试
+        console.warn('auto refresh failed:', err);
+        interval = Math.min(interval * 1.5, maxInterval);
+        countdown = Math.ceil(interval / 1000);
+        showStatus('查询失败，' + countdown + ' 秒后重试');
+        setTimeout(tick, 1000);
+      });
+  }
+
+  // 用户切到后台标签时停止轮询，避免无意义请求
+  document.addEventListener('visibilitychange', function(){
+    if (document.hidden) {
+      stopped = true;
+      hideStatus();
+    } else if (!stopped) {
+      countdown = 0;
+      tick();
+    }
+  });
+
+  // 启动
+  countdown = Math.ceil(interval / 1000);
+  showStatus('判题中，将在 ' + countdown + ' 秒后自动刷新');
+  setTimeout(tick, 1000);
+})();
+</script>
+<?php endif; ?>
+
 <?php include("template/$OJ_TEMPLATE/footer.php");?>