diff --git a/argontheme.js b/argontheme.js
index e5b1a1b..34a8bda 100644
--- a/argontheme.js
+++ b/argontheme.js
@@ -1441,9 +1441,9 @@ if (argonConfig.waterflow_columns != "1") {
 				}
 			}
 		}
-		if (commentLink != "" && !(/https?:\/\//).test(commentLink)) {
+		if (commentLink != "" && commentLink.indexOf('.') == -1) {
 			isError = true;
-			errorMsg += __("网站格式错误 (不是 http(s):// 开头)") + "</br>";
+			errorMsg += __("网站格式错误") + "</br>";
 		}
 		if (!$("#post_comment").hasClass("no-need-captcha")) {
 			// 检查是否使用Geetest验证码
@@ -1541,7 +1541,7 @@ if (argonConfig.waterflow_columns != "1") {
 			comment: commentContent,
 			author: commentName,
 			email: commentEmail,
-			url: commentLink,
+			url: (commentLink != "" && !(/^https?:\/\//).test(commentLink) && !(/^\/\//).test(commentLink)) ? ("http://" + commentLink) : commentLink,
 			comment_post_ID: postID,
 			comment_parent: replyID,
 			"wp-comment-cookies-consent": "yes",
@@ -2000,9 +2000,9 @@ if (argonConfig.waterflow_columns != "1") {
 					}
 				}
 			}
-			if (commentLink != "" && !(/https?:\/\//).test(commentLink)) {
+			if (commentLink != "" && commentLink.indexOf('.') == -1) {
 				isError = true;
-				errorMsg += __("网站格式错误 (不是 http(s):// 开头") + "</br>";
+				errorMsg += __("网站格式错误") + "</br>";
 			}
 
 			// 如果基本表单验证失败，显示错误信息并返回
@@ -3667,6 +3667,7 @@ if (argonConfig.disable_pjax != true && argonConfig.disable_pjax != 'true') {
 			try { foldLongComments(); } catch (err) { ArgonDebug.error('foldLongComments failed:', err); }
 			try { foldLongShuoshuo(); } catch (err) { ArgonDebug.error('foldLongShuoshuo failed:', err); }
 			try { handleHashNavigation(); } catch (err) { ArgonDebug.error('handleHashNavigation failed:', err); }
+			try { initArticleSkeletons(); } catch (err) { ArgonDebug.error('initArticleSkeletons failed:', err); }
 
 			$("html").trigger("resize");
 
@@ -5123,34 +5124,23 @@ setInterval(function(){
 	// 7.1 骨架屏加载动画 (Skeleton Screen)
 	function initArticleSkeletons() {
 		if (typeof jQuery === 'undefined') return;
-		var $articles = jQuery('.article-list article.post:not(.skeleton-processed)');
-		if ($articles.length === 0) return;
+		var $skeletons = jQuery('.article-skeleton:not(.skeleton-fading)');
+		if ($skeletons.length === 0) return;
 
-		$articles.each(function () {
-			var $this = jQuery(this);
-			$this.addClass('skeleton-processed skeleton-loading');
-
-			// 构造骨架屏 DOM
-			var skeletonHtml =
-				'<div class="argon-skeleton">' +
-				'<div class="argon-skeleton-item argon-skeleton-title"></div>' +
-				'<div class="argon-skeleton-item argon-skeleton-meta"></div>' +
-				'<div class="argon-skeleton-item argon-skeleton-line"></div>' +
-				'<div class="argon-skeleton-item argon-skeleton-line"></div>' +
-				'<div class="argon-skeleton-item argon-skeleton-line short"></div>' +
-				'</div>';
-
-			var $skeleton = jQuery(skeletonHtml);
-			$this.prepend($skeleton);
+		$skeletons.each(function () {
+			var $skeleton = jQuery(this);
+			$skeleton.addClass('skeleton-fading');
 
+			// 给予一定的展示时长，避免闪烁并确保背景稳定性
 			setTimeout(function () {
-				$this.removeClass('skeleton-loading');
+				$skeleton.addClass('article-skeleton-fade-out');
 				setTimeout(function () {
 					$skeleton.remove();
-				}, 400); // 配合 CSS 的 0.4s transition
-			}, 800); // 骨架屏显示 800ms
+				}, 400); // 配合 CSS transition
+			}, 400); // 骨架屏展示时长
 		});
 	}
+	window.initArticleSkeletons = initArticleSkeletons;
 
 	// 8. 减少动画偏好检查
 	function checkReducedMotion() {
@@ -5193,3 +5183,24 @@ setInterval(function(){
 		};
 	}
 })();
+/* 友情链接徽章点击动画 */
+$(document).on("click", ".badge-friend", function (e) {
+	let x = e.clientX;
+	let y = e.clientY;
+	
+	let $heart = $('<i class="fa fa-heart heart-bubble"></i>');
+	let drift = (Math.random() - 0.5) * 120;
+	let rotate = (Math.random() - 0.5) * 60;
+	let duration = 2.0 + Math.random() * 1.0;
+	$heart.css({
+		left: x + 'px',
+		top: y + 'px',
+		'--drift': drift + 'px',
+		'--rotate': rotate + 'deg',
+		'--duration': duration + 's'
+	});
+	$('body').append($heart);
+	setTimeout(() => {
+		$heart.remove();
+	}, duration * 1000);
+});
diff --git a/functions.php b/functions.php
index bc6aa17..6725399 100644
--- a/functions.php
+++ b/functions.php
@@ -1494,6 +1494,41 @@ function get_reading_time($len){
 	}
 	return round($reading_time / 60 , 1) . " " . __("小时", 'argon');
 }
+//获取文章骨架屏 HTML
+function get_article_skeleton($layout = '1') {
+	if ($layout == '2') {
+		return '
+			<div class="article-skeleton article-skeleton-layout2">
+				<div class="article-skeleton-thumb"></div>
+				<div class="article-skeleton-body">
+					<div class="article-skeleton-title"></div>
+					<div class="article-skeleton-content">
+						<div class="article-skeleton-line"></div>
+						<div class="article-skeleton-line"></div>
+						<div class="article-skeleton-line short"></div>
+					</div>
+					<div class="article-skeleton-meta">
+						<div class="article-skeleton-badge"></div>
+						<div class="article-skeleton-badge"></div>
+					</div>
+				</div>
+			</div>';
+	}
+	// 默认布局 1
+	return '
+		<div class="article-skeleton article-skeleton-default">
+			<div class="article-skeleton-title"></div>
+			<div class="article-skeleton-meta">
+				<div class="article-skeleton-badge"></div>
+				<div class="article-skeleton-badge"></div>
+			</div>
+			<div class="article-skeleton-content">
+				<div class="article-skeleton-line"></div>
+				<div class="article-skeleton-line"></div>
+				<div class="article-skeleton-line short"></div>
+			</div>
+		</div>';
+}
 //当前文章是否可以生成目录
 function have_catalog(){
 	if (!is_single() && !is_page()){
@@ -2072,6 +2107,11 @@ function argon_comment_format($comment, $args, $depth){
 			<div class="comment-item-title">
 				<div class="comment-name">
 					<div class="comment-author"><?php echo get_comment_author_link();?></div>
+					<?php 
+						if (argon_is_url_friend_link($comment -> comment_author_url)) {
+							echo '<span class="badge badge-info badge-friend" title="' . __('愿友谊长存', 'argon') . '"><i class="fa fa-heart-o"></i></span>';
+						}
+					?>
 					<?php if (user_can($comment -> user_id , "update_core")){
 						echo '<span class="badge badge-primary badge-admin">' . __('博主', 'argon') . '</span>';}
 					?>
@@ -2134,6 +2174,11 @@ function argon_comment_shuoshuo_preview_format($comment, $args, $depth){
 		<div class="comment-item-inner " id="comment-inner-<?php comment_ID();?>">
 			<span class="shuoshuo-comment-item-title">
 				<?php echo get_comment_author_link();?>
+				<?php 
+					if (argon_is_url_friend_link($comment -> comment_author_url)) {
+						echo '<span class="badge badge-info badge-friend" title="' . __('愿友谊长存', 'argon') . '"><i class="fa fa-heart-o"></i></span>';
+					}
+				?>
 				<?php if( user_can($comment -> user_id , "update_core") ){
 					echo '<span class="badge badge-primary badge-admin">' . __('博主', 'argon') . '</span>';}
 				?>
@@ -2851,6 +2896,7 @@ function argon_comment_text_render($text){
     return argon_apply_comment_macros($text);
 }
 add_filter('comment_text', 'argon_comment_text_render', 9);
+add_filter('the_content', 'argon_apply_comment_macros', 9);
 
 //评论发送处理
 function post_comment_preprocessing($comment){
@@ -5413,6 +5459,86 @@ function argon_check_duplicate_link($url, $exclude_id = null) {
     return false;
 }
 
+/**
+ * 检查一个 URL 是否在友情链接名单中
+ * 支持不同协议、不同子域名的匹配
+ */
+function argon_is_url_friend_link($url) {
+	if (empty($url)) {
+		return false;
+	}
+	// 如果没有协议，补齐协议以便 parse_url 正常工作
+	if (!preg_match('/^https?:\/\//', $url) && !preg_match('/^\/\//', $url)) {
+		$url = 'http://' . $url;
+	}
+	
+	static $friend_hosts = null;
+	if ($friend_hosts === null) {
+		$links = argon_get_friend_links_raw('approved');
+		$friend_hosts = array();
+		foreach ($links as $link) {
+			if (empty($link['url'])) continue;
+			$host = parse_url($link['url'], PHP_URL_HOST);
+			if ($host) {
+				$host = strtolower($host);
+				$friend_hosts[] = $host;
+				// 也存一份移除 www. 的
+				$no_www = preg_replace('/^www\./', '', $host);
+				if ($no_www !== $host) {
+					$friend_hosts[] = $no_www;
+				}
+			}
+		}
+		$friend_hosts = array_unique($friend_hosts);
+	}
+	
+	$comment_host = parse_url($url, PHP_URL_HOST);
+	if (!$comment_host) {
+		return false;
+	}
+	$comment_host = strtolower($comment_host);
+	$comment_no_www = preg_replace('/^www\./', '', $comment_host);
+	
+	// 1. 直系域名或 www 域名匹配
+	if (in_array($comment_host, $friend_hosts) || in_array($comment_no_www, $friend_hosts)) {
+		return true;
+	}
+	
+	// 2. 匹配二级域名 (忽略子域名差异)
+	foreach ($friend_hosts as $friend_host) {
+		if (argon_is_same_root_domain($comment_host, $friend_host)) {
+			return true;
+		}
+	}
+	
+	return false;
+}
+
+/**
+ * 检查两个 Host 是否拥有相同的根域名
+ */
+function argon_is_same_root_domain($host1, $host2) {
+	if ($host1 === $host2) return true;
+	
+	$get_root = function($h) {
+		$h = preg_replace('/^www\./', '', $h);
+		$parts = explode('.', $h);
+		$count = count($parts);
+		if ($count <= 2) return $h;
+		
+		// 如果是 .com.cn, .net.cn 等三级后缀
+		$last2 = $parts[$count - 2] . '.' . $parts[$count - 1];
+		$three_part_suffixes = ['com.cn', 'net.cn', 'org.cn', 'gov.cn', 'edu.cn'];
+		if (in_array($last2, $three_part_suffixes) && $count >= 3) {
+			return $parts[$count - 3] . '.' . $last2;
+		}
+		
+		return $parts[$count - 2] . '.' . $parts[$count - 1];
+	};
+	
+	return $get_root($host1) === $get_root($host2);
+}
+
 /**
  * 通过代理获取网站信息（防止源站 IP 泄露）
  * 注意：由于服务器在国内，代理服务可能不可用，建议使用浏览器端获取
@@ -6735,6 +6861,32 @@ function argon_ai_query($scenario, $prompt, $content, $context = []) {
 	return $result;
 }
 
+/**
+ * 重置 Prompt 基因池
+ */
+function argon_ajax_reset_prompt_pool() {
+	check_ajax_referer('argon_manage_unified_apis', 'nonce');
+	if (!current_user_can('manage_options')) {
+		wp_send_json_error(__('权限不足', 'argon'));
+	}
+	delete_option('argon_ai_audit_prompt_pool');
+	wp_send_json_success(['message' => __('基因池已重置', 'argon')]);
+}
+add_action('wp_ajax_argon_reset_prompt_pool', 'argon_ajax_reset_prompt_pool');
+
+/**
+ * 清空学习到的关键词缓存
+ */
+function argon_ajax_clear_learned_keywords() {
+	check_ajax_referer('argon_manage_unified_apis', 'nonce');
+	if (!current_user_can('manage_options')) {
+		wp_send_json_error(__('权限不足', 'argon'));
+	}
+	delete_option('argon_comment_spam_learned_keywords');
+	wp_send_json_success(['message' => __('学习缓存已清空', 'argon')]);
+}
+add_action('wp_ajax_argon_clear_learned_keywords', 'argon_ajax_clear_learned_keywords');
+
 function argon_resolve_ai_provider_model($scenario, $context = []) {
 	$config = null;
 	$provider = '';
@@ -9872,7 +10024,7 @@ function argon_get_siliconflow_models($api_key, $custom_endpoint = '') {
  * @param string $mode Prompt 模式：minimal, standard, enhanced
  * @return string Prompt 文本
  */
-function argon_get_spam_detection_prompt($mode) {
+	function argon_get_spam_detection_prompt($mode) {
 	$prompts = [
 		'minimal' => '你是严谨的内容安全专家。判断评论是否违规。
 
@@ -9969,10 +10121,170 @@ function argon_get_spam_detection_prompt($mode) {
   - approve: 建议直接通过（正常内容，置信度 > 0.8）
 - analysis: 综合分析说明（用于边缘情况的详细说明）'
 	];
-	
+
 	return isset($prompts[$mode]) ? $prompts[$mode] : $prompts['standard'];
 }
 
+
+/**
+ * 获取遗传算法优化的 Prompt
+ * @param string $base_mode 基础模式 (minimal/standard/enhanced)
+ * @return string 优化的 Prompt
+ */
+function argon_get_genetic_audit_prompt($base_mode) {
+	if (get_option('argon_ai_audit_genetic_prompt_enable', 'false') !== 'true') {
+		return argon_get_spam_detection_prompt($base_mode);
+	}
+
+	$pool = get_option('argon_ai_audit_prompt_pool', []);
+	if (empty($pool) || !isset($pool[$base_mode])) {
+		// 初始化 Prompt 池
+		$standard_prompt = argon_get_spam_detection_prompt($base_mode);
+		$pool[$base_mode] = [
+			'population' => [
+				[
+					'content' => $standard_prompt,
+					'fitness' => 100,
+					'usage_count' => 0,
+					'success_count' => 0,
+					'error_count' => 0,
+					'version' => 1
+				]
+			],
+			'current_best_index' => 0,
+			'last_mutation_time' => time()
+		];
+		update_option('argon_ai_audit_prompt_pool', $pool);
+		return $standard_prompt;
+	}
+
+	$population = &$pool[$base_mode]['population'];
+	
+	// 轮盘赌选择或直接选择表现最好的
+	// 为了确保收敛和探索平衡，80% 概率选择当前最好，20% 概率随机选择一个旧的或尝试变异
+	if (wp_rand(1, 100) > 20) {
+		$selected_index = $pool[$base_mode]['current_best_index'];
+	} else {
+		$selected_index = wp_rand(0, count($population) - 1);
+	}
+
+	// 记录当前使用的索引到临时变量，用于后续更新置信度
+	// 因为后续可能异步，所以这里返回时把索引也带上（通过 global 或 transient）
+	global $argon_current_prompt_index;
+	$argon_current_prompt_index = $selected_index;
+
+	return $population[$selected_index]['content'];
+}
+
+function argon_genetic_correct_keywords() {
+	if (get_option('argon_ai_audit_genetic_keyword_correction_enable', 'false') !== 'true') {
+		return;
+	}
+
+	$learned_keywords = get_option('argon_comment_spam_learned_keywords', []);
+	if (empty($learned_keywords)) {
+		return;
+	}
+
+	$mutation_rate = floatval(get_option('argon_ai_audit_genetic_keyword_mutation_rate', '0.05'));
+	$new_keywords = [];
+	$decay_factor = 0.98; // 随着时间推移，旧知识的权威性略微下降
+
+	foreach ($learned_keywords as $keyword => $stats) {
+		$total_count = $stats['spam_count'] + $stats['normal_count'];
+		
+		// 1. 遗传衰减：太久没出现的词置信度降低
+		$days_since_added = (time() - $stats['added_time']) / (24 * 3600);
+		if ($days_since_added > 30) {
+			$stats['confidence'] *= pow($decay_factor, ($days_since_added - 30) / 7);
+		}
+
+		// 2. 淘汰低频且低置信度的“基因”
+		if ($total_count < 2 && $stats['confidence'] < 0.4) {
+			continue;
+		}
+
+		// 3. 特征漂变（变异保护）：如果一个词被误伤太多，强制修正
+		if ($stats['normal_count'] > $stats['spam_count'] * 2 && $stats['spam_count'] > 0) {
+			$stats['confidence'] *= 0.5; // 大幅降低其作为垃圾特征的权威性
+		}
+
+		// 4. 遗传修正：根据群体表现调整权重
+		// 比如：如果一个极其短的词（1-2字）被认为很有用，增加一点校验惩罚以防误杀
+		if (mb_strlen($keyword) <= 2) {
+			$stats['confidence'] *= 0.9;
+		}
+
+		$new_keywords[$keyword] = $stats;
+	}
+
+	update_option('argon_comment_spam_learned_keywords', $new_keywords);
+}
+
+/**
+ * 更新 Prompt 适应度
+ * @param string $mode 基础模式
+ * @param int $prompt_index Prompt 索引
+ * @param bool $is_correct AI 判断是否正确
+ */
+function argon_update_prompt_fitness($mode, $prompt_index, $is_correct) {
+	if (get_option('argon_ai_audit_genetic_prompt_enable', 'false') !== 'true') {
+		return;
+	}
+
+	$pool = get_option('argon_ai_audit_prompt_pool', []);
+	if (!isset($pool[$mode]['population'][$prompt_index])) {
+		return;
+	}
+
+	$p = &$pool[$mode]['population'][$prompt_index];
+	$p['usage_count']++;
+	if ($is_correct) {
+		$p['success_count']++;
+		$p['fitness'] += 2;
+	} else {
+		$p['error_count']++;
+		$p['fitness'] -= 5;
+	}
+
+	// 约束范围
+	$p['fitness'] = max(10, min(1000, $p['fitness']));
+
+	// 更新最佳索引
+	$best_fitness = -1000;
+	$best_idx = 0;
+	foreach ($pool[$mode]['population'] as $idx => $item) {
+		if ($item['fitness'] > $best_fitness) {
+			$best_fitness = $item['fitness'];
+			$best_idx = $idx;
+		}
+	}
+	$pool[$mode]['current_best_index'] = $best_idx;
+
+	// 变异检查
+	if ($p['usage_count'] > 50 && wp_rand(1, 100) < 5) {
+		$new_prompt = $p['content'];
+		$mutations = [
+			" 请特别注意识别带有微信号的变体。",
+			" 严厉拦截任何带有营销性质的外部链接。",
+			" 对看起来像机器生成的重复无意义内容保持警惕。",
+			" 注意识别故意错别字以逃避检测的广告。"
+		];
+		$new_prompt .= $mutations[wp_rand(0, count($mutations) - 1)];
+		
+		$pool[$mode]['population'][] = [
+			'content' => $new_prompt,
+			'fitness' => 80,
+			'usage_count' => 0,
+			'success_count' => 0,
+			'error_count' => 0,
+			'version' => $p['version'] + 1
+		];
+	}
+
+	update_option('argon_ai_audit_prompt_pool', $pool);
+}
+
 /**
  * 构建评论上下文信息
  * @param object $comment 评论对象
@@ -10033,6 +10345,59 @@ function argon_detect_spam_comment($comment_id) {
 	return argon_detect_spam_comment_sync($comment);
 }
 
+/**
+ * 检查评论内容是否匹配已学习的高置信度关键词
+ * @param string $content 评论内容
+ * @return array|false 匹配结果或 false
+ */
+function argon_check_keywords_match($content) {
+	$learned_keywords = get_option('argon_comment_spam_learned_keywords', []);
+	if (empty($learned_keywords)) {
+		return false;
+	}
+
+	foreach ($learned_keywords as $keyword => $stats) {
+		// 只有置信度极高且经过多次验证的词才进入快速路径
+		if ($stats['confidence'] > 0.92 && $stats['spam_count'] >= 3 && $stats['normal_count'] == 0) {
+			if (mb_strpos($content, $keyword) !== false) {
+				return [
+					'is_spam' => true,
+					'reason' => sprintf(__('命中高置信度特征词: %s', 'argon'), $keyword),
+					'confidence' => $stats['confidence'],
+					'suggestion' => 'auto',
+					'hit_keyword' => $keyword
+				];
+			}
+		}
+	}
+	return false;
+}
+
+/**
+ * 从 AI 确认的结果中自动学习关键词（高置信度时）
+ * @param object $comment 评论对象
+ * @param array $ai_result AI 返回的结果
+ */
+function argon_auto_learn_from_ai($comment, $ai_result) {
+	if (get_option('argon_comment_spam_detection_ai_learn', 'false') !== 'true') {
+		return;
+	}
+	
+	// 只有置信度非常高且被判定为垃圾评论时才自动提取特征
+	if ($ai_result['is_spam'] && $ai_result['confidence'] > 0.98) {
+		// 检查是否已经有类似关键词，避免重复提取
+		$content = $comment->comment_author . ' ' . $comment->comment_content;
+		if (argon_check_keywords_match($content)) {
+			return; // 已经命中了，不需要再学习
+		}
+
+		$keywords = argon_extract_keywords_from_comment($comment, true);
+		if (!empty($keywords)) {
+			argon_update_learned_keywords($keywords, true);
+		}
+	}
+}
+
 /**
  * 同步检测评论是否为垃圾评论（支持临时评论对象）
  * @param object $comment 评论对象
@@ -10043,14 +10408,47 @@ function argon_detect_spam_comment_sync($comment) {
 	// 获取配置
 	$prompt_mode = get_option('argon_comment_spam_detection_prompt_mode', 'standard');
 	$custom_prompt = get_option('argon_comment_spam_detection_prompt', '');
+
+	// 1. 快速路径：关键词缓存匹配（降低 AI 调用产生的成本）
+	$combined_content = $comment->comment_author . ' ' . $comment->comment_content;
+	$keyword_match = argon_check_keywords_match($combined_content);
+	if ($keyword_match) {
+		$unified_result = [
+			'is_spam' => true,
+			'reason' => $keyword_match['reason'],
+			'username_invalid' => false,
+			'username_reason' => '正常',
+			'confidence' => $keyword_match['confidence'],
+			'suggestion' => 'auto',
+			'analysis' => __('已命中本地高置信度特征词库，自动拦截以降低 AI 额度消耗', 'argon'),
+			'hit_keyword' => $keyword_match['hit_keyword']
+		];
+		
+		// 保存检测结果
+		update_comment_meta($comment->comment_ID, '_argon_spam_detection_result', $unified_result);
+		update_comment_meta($comment->comment_ID, '_argon_spam_detection_time', time());
+		update_comment_meta($comment->comment_ID, '_argon_spam_detection_provider', 'local_cache');
+		
+		return $unified_result;
+	}
+	
+	// 2. AI 路径
+	$prompt_mode = get_option('argon_comment_spam_detection_prompt_mode', 'standard');
+	$custom_prompt = get_option('argon_comment_spam_detection_prompt', '');
+	
+	// 选择 Prompt
+	global $argon_current_prompt_index;
+	$argon_current_prompt_index = -1;
 	
-	// 根据模式选择 Prompt
 	if ($prompt_mode === 'custom' && !empty($custom_prompt)) {
 		$prompt = $custom_prompt;
 	} else {
-		$prompt = argon_get_spam_detection_prompt($prompt_mode);
+		$prompt = argon_get_genetic_audit_prompt($prompt_mode);
 	}
 	
+	// 如果使用了遗传算法，记录当前索引
+	$used_prompt_index = $argon_current_prompt_index;
+	
 	// 构建评论上下文信息
 	$comment_text = argon_build_comment_context($comment);
 	
@@ -10096,15 +10494,23 @@ function argon_detect_spam_comment_sync($comment) {
 			'username_reason' => isset($result['username_reason']) ? $result['username_reason'] : '正常',
 			'confidence' => isset($result['confidence']) ? floatval($result['confidence']) : 0.8,
 			'suggestion' => isset($result['suggestion']) ? $result['suggestion'] : 'auto',
-			'analysis' => isset($result['analysis']) ? $result['analysis'] : ''
+			'analysis' => isset($result['analysis']) ? $result['analysis'] : '',
+			'prompt_mode' => $prompt_mode
 		];
 		
+		if (isset($used_prompt_index) && $used_prompt_index !== -1) {
+			$unified_result['genetic_prompt_index'] = $used_prompt_index;
+		}
+		
 		// 保存检测结果
 		update_comment_meta($comment->comment_ID, '_argon_spam_detection_result', $unified_result);
 		update_comment_meta($comment->comment_ID, '_argon_spam_detection_time', time());
 		update_comment_meta($comment->comment_ID, '_argon_spam_detection_provider', $provider);
 		update_comment_meta($comment->comment_ID, '_argon_spam_detection_model', $model);
 		
+		// 自动从 AI 结果中提取特征并缓存，降低未来成本
+		argon_auto_learn_from_ai($comment, $unified_result);
+		
 		return $unified_result;
 	}
 	
@@ -10215,8 +10621,16 @@ function argon_ai_learn_keywords($comment_id, $admin_decision) {
 	
 	$ai_decision = isset($detection_result['is_spam']) ? $detection_result['is_spam'] : false;
 	
-	// 如果 AI 和管理员判断一致，不需要学习
-	if ($ai_decision === !$admin_decision) {
+	// 如果 AI 和管理员判断一致，不需要学习 (AI 对了)
+	$is_correct = ($ai_decision === !$admin_decision);
+	
+	// 更新 Prompt 适应度
+	if (isset($detection_result['genetic_prompt_index'])) {
+		$prompt_mode = isset($detection_result['prompt_mode']) ? $detection_result['prompt_mode'] : 'standard';
+		argon_update_prompt_fitness($prompt_mode, $detection_result['genetic_prompt_index'], $is_correct);
+	}
+
+	if ($is_correct) {
 		return;
 	}
 	
@@ -10331,6 +10745,9 @@ function argon_update_learned_keywords($keywords, $is_spam) {
 	}
 	
 	update_option('argon_comment_spam_detection_keywords', implode("\n", $current_keywords_array));
+
+	// 触发遗传修正
+	argon_genetic_correct_keywords();
 }
 
 /**
@@ -10925,7 +11342,7 @@ function argon_batch_detect_spam_comments($comments_data) {
 	if ($prompt_mode === 'custom' && !empty($custom_prompt)) {
 		$prompt = $custom_prompt . "\n\n请对每条评论返回检测结果。";
 	} else {
-		$prompt = argon_get_spam_detection_prompt($prompt_mode);
+		$prompt = argon_get_genetic_audit_prompt($prompt_mode);
 	}
 	
 	// 构建批量检测内容
diff --git a/settings.php b/settings.php
index f71ab28..1751b8f 100644
--- a/settings.php
+++ b/settings.php
@@ -2534,6 +2534,99 @@ function themeoptions_page(){
 					</td>
 				</tr>
 
+				<tr>
+					<th><label><?php _e('提示词遗传算法 (PGA)', 'argon');?></label></th>
+					<td>
+						<?php $argon_ai_audit_genetic_prompt_enable = get_option('argon_ai_audit_genetic_prompt_enable', 'false'); ?>
+						<label>
+							<input type="checkbox" name="argon_ai_audit_genetic_prompt_enable" value="true" <?php if ($argon_ai_audit_genetic_prompt_enable=='true'){echo 'checked';}?>/> 
+							<?php _e('启用 AI 审核提示词遗传算法', 'argon');?>
+						</label>
+						<p class="description">
+							<?php _e('开启后，系统会维护一个 Prompt 基因池。根据管理员的审核反馈（对/错），自动优胜劣汰，动态调整 Prompt 以达到最佳审核效果。', 'argon');?>
+						</p>
+						<?php if ($argon_ai_audit_genetic_prompt_enable == 'true'): ?>
+							<div class="argon-genetic-pool-status" style="margin-top: 10px; padding: 10px; background: #f8f9fe; border: 1px solid #e9ecef; border-radius: 4px;">
+								<strong><?php _e('当前基因池状态', 'argon'); ?>:</strong>
+								<ul style="margin: 5px 0 0 15px; font-size: 12px; color: #666;">
+									<?php
+									$pool = get_option('argon_ai_audit_prompt_pool', []);
+									if (!empty($pool)):
+										foreach ($pool as $mode => $data):
+											$count = count($data['population']);
+											$best = $data['population'][$data['current_best_index']];
+									?>
+											<li>
+												<code><?php echo esc_html($mode); ?></code>: 
+												<?php printf(__('共 %d 个变体，当前最佳版本 v%d (适应度: %d)', 'argon'), $count, $best['version'], $best['fitness']); ?>
+											</li>
+									<?php 
+										endforeach;
+									else:
+									?>
+										<li><?php _e('暂未积累基因数据', 'argon'); ?></li>
+									<?php endif; ?>
+								</ul>
+								<button type="button" class="button button-small" id="argon-reset-prompt-pool" style="margin-top: 10px;">
+									<?php _e('重置基因池', 'argon'); ?>
+								</button>
+							</div>
+						<?php endif; ?>
+					</td>
+				</tr>
+
+				<tr>
+					<th><label><?php _e('关键词遗传修正 (KGC)', 'argon');?></label></th>
+					<td>
+						<?php $argon_ai_audit_genetic_keyword_correction_enable = get_option('argon_ai_audit_genetic_keyword_correction_enable', 'false'); ?>
+						<label>
+							<input type="checkbox" name="argon_ai_audit_genetic_keyword_correction_enable" value="true" <?php if ($argon_ai_audit_genetic_keyword_correction_enable=='true'){echo 'checked';}?>/> 
+							<?php _e('启用关键词缓存遗传修正', 'argon');?>
+						</label>
+						<p class="description">
+							<?php _e('开启后，系统会定期对学习到的关键词进行“进化”处理：自动衰减过期特征、淘汰低效词汇、修正误伤特征，使本地垃圾词库保持精简高效。', 'argon');?>
+						</p>
+					</td>
+				</tr>
+
+				<tr>
+					<th><label><?php _e('遗传变异率', 'argon');?></label></th>
+					<td>
+						<input type="number" name="argon_ai_audit_genetic_keyword_mutation_rate" min="1" max="50" value="<?php echo get_option('argon_ai_audit_genetic_keyword_mutation_rate', '5'); ?>" style="width: 80px;"/> %
+						<p class="description">
+							<?php _e('新 Prompt 变异产生的概率和关键词修正的幅度。建议维持在 5% 左右。', 'argon');?>
+						</p>
+					</td>
+				</tr>
+
+				<tr>
+					<th><label><?php _e('关键词缓存状态', 'argon');?></label></th>
+					<td>
+						<?php
+						$learned_keywords = get_option('argon_comment_spam_learned_keywords', []);
+						$high_confidence_count = 0;
+						if (!empty($learned_keywords)) {
+							foreach ($learned_keywords as $k => $v) {
+								if (isset($v['confidence']) && $v['confidence'] > 0.9 && isset($v['spam_count']) && $v['spam_count'] >= 3) {
+									$high_confidence_count++;
+								}
+							}
+						}
+						?>
+						<div class="argon-keyword-cache-status" style="padding: 10px; background: #f8f9fe; border: 1px solid #e9ecef; border-radius: 4px;">
+							<p style="margin: 0; font-size: 13px;">
+								<?php printf(__('当前本地特征库包含 %d 个关键词，其中 %d 个已进入高置信度快速路径（可直接拦截以节省 AI 费用）。', 'argon'), count($learned_keywords), $high_confidence_count); ?>
+							</p>
+							<button type="button" class="button button-small" id="argon-clear-learned-keywords" style="margin-top: 10px;">
+								<?php _e('清空学习缓存', 'argon'); ?>
+							</button>
+						</div>
+						<p class="description">
+							<?php _e('系统会自动从 AI 审计结果中提取共性特征并进行交叉训练和遗传修正。命中高置信度特征的评论将不再调用 AI，直接本地返回。', 'argon');?>
+						</p>
+					</td>
+				</tr>
+
 				<tr>
 					<th><label><?php _e('全站扫描', 'argon');?></label></th>
 					<td>
@@ -3035,6 +3128,48 @@ function themeoptions_page(){
 					$('#argon-spam-scan-pending').on('click', function() {
 						startSpamScan('pending');
 					});
+
+					// 重置基因池
+					$(document).on('click', '#argon-reset-prompt-pool', function() {
+						if (!confirm('<?php _e('确定要重置所有 Prompt 基因池吗？这将删除所有已学习的变体。', 'argon'); ?>')) {
+							return;
+						}
+						let $btn = $(this);
+						$btn.prop('disabled', true).text('<?php _e('正在重置...', 'argon'); ?>');
+						$.post(ajaxurl, {
+							action: 'argon_reset_prompt_pool',
+							nonce: '<?php echo wp_create_nonce('argon_manage_unified_apis'); ?>'
+						}, function(response) {
+							if (response.success) {
+								alert(response.data.message);
+								location.reload();
+							} else {
+								alert(response.data);
+								$btn.prop('disabled', false).text('<?php _e('重置基因池', 'argon'); ?>');
+							}
+						});
+					});
+
+					// 清空学习缓存
+					$(document).on('click', '#argon-clear-learned-keywords', function() {
+						if (!confirm('<?php _e('确定要清空所有已学习的关键词缓存吗？这将导致系统需要重新通过 AI 学习特征。', 'argon'); ?>')) {
+							return;
+						}
+						let $btn = $(this);
+						$btn.prop('disabled', true).text('<?php _e('正在清空...', 'argon'); ?>');
+						$.post(ajaxurl, {
+							action: 'argon_clear_learned_keywords',
+							nonce: '<?php echo wp_create_nonce('argon_manage_unified_apis'); ?>'
+						}, function(response) {
+							if (response.success) {
+								alert(response.data.message);
+								location.reload();
+							} else {
+								alert(response.data);
+								$btn.prop('disabled', false).text('<?php _e('清空学习缓存', 'argon'); ?>');
+							}
+						});
+					});
 				});
 				</script>
 
diff --git a/template-parts/content-preview-1.php b/template-parts/content-preview-1.php
index 1292b88..8095b4a 100644
--- a/template-parts/content-preview-1.php
+++ b/template-parts/content-preview-1.php
@@ -159,5 +159,5 @@
 		</div>
 
 	<?php } ?>
-
+	<?php echo get_article_skeleton('1'); ?>
 </article>
\ No newline at end of file
diff --git a/template-parts/content-preview-2.php b/template-parts/content-preview-2.php
index f0b5efb..dde905c 100644
--- a/template-parts/content-preview-2.php
+++ b/template-parts/content-preview-2.php
@@ -150,4 +150,5 @@
 
 	</div>
 
+	<?php echo get_article_skeleton('2'); ?>
 </article>
\ No newline at end of file
diff --git a/template-parts/content-preview-3.php b/template-parts/content-preview-3.php
index ca109b7..0b405f8 100644
--- a/template-parts/content-preview-3.php
+++ b/template-parts/content-preview-3.php
@@ -151,5 +151,5 @@
 		</div>
 
 	<?php } ?>
-
+	<?php echo get_article_skeleton('1'); ?>
 </article>
\ No newline at end of file
diff --git a/template-parts/content-shuoshuo-preview.php b/template-parts/content-shuoshuo-preview.php
index e160c6d..2e4291b 100644
--- a/template-parts/content-shuoshuo-preview.php
+++ b/template-parts/content-shuoshuo-preview.php
@@ -6,7 +6,7 @@
 		<div class="shuoshuo-content">
 			<?php the_content(); ?>
 		</div>
-	</article>
+	</div>
 	<div class="shuoshuo-preview-meta">
 		<span>
 			<i class="fa fa-calendar-o" aria-hidden="true"></i> 
@@ -46,4 +46,5 @@
 	<a class="shuoshuo-preview-link btn btn-outline-primary btn-icon-only rounded-circle" type="button" href="<?php the_permalink(); ?>">
 		<span class="btn-inner--icon"><i class="fa fa-arrow-right"></i></span>
 	</a>
+	<?php echo get_article_skeleton('1'); ?>
 </div>
\ No newline at end of file
diff --git a/template-parts/content-single.php b/template-parts/content-single.php
index c8e3d28..97e0de3 100644
--- a/template-parts/content-single.php
+++ b/template-parts/content-single.php
@@ -43,6 +43,12 @@
 			<?php if (!post_password_required() && get_option("argon_show_readingtime") != "false" && is_readingtime_meta_hidden() == False) {
 				echo get_article_reading_time_meta(get_the_content());
 			} ?>
+			<!-- 优雅内置的沉浸式阅读按钮 -->
+			<div class="post-meta-devide">|</div>
+			<div class="post-meta-detail post-meta-detail-immersive" id="immersive_read_toggle" title="<?php _e('沉浸阅读', 'argon'); ?>" style="cursor: pointer; transition: color 0.3s ease;">
+				<i class="fa fa-television immersive-read-icon-enter" aria-hidden="true"></i>
+				<span class="immersive-read-label"><?php _e('沉浸', 'argon'); ?></span>
+			</div>
 		</div>
 		<?php
 			if (has_post_thumbnail() && $show_thumbnail_in_banner != 'true'){
@@ -51,6 +57,111 @@
 		?>
 	</header>
 
+	<!-- 简约的顶部退出按钮 -->
+	<div id="immersive_exit_btn" class="immersive-exit-btn-container">
+		<button class="immersive-exit-btn-fast">
+			<i class="fa fa-compress" aria-hidden="true"></i> <?php _e('退出沉浸模式', 'argon'); ?>
+		</button>
+	</div>
+
+	<!-- 沉浸式阅读 JS -->
+	<script>
+	(function() {
+		var toggleBtn = document.getElementById('immersive_read_toggle');
+		var exitTopBtn = document.getElementById('immersive_exit_btn');
+		if (!toggleBtn) return;
+
+		var isActive = false;
+
+		function enterImmersive() {
+			if (isActive) return;
+			isActive = true;
+
+			document.documentElement.classList.add('immersive-read');
+			toggleBtn.classList.add('active');
+			toggleBtn.title = '<?php _e("退出沉浸", "argon"); ?>';
+
+			var icon = toggleBtn.querySelector('i.fa');
+			if (icon) {
+				icon.classList.remove('fa-television');
+				icon.classList.add('fa-compress');
+			}
+			var label = toggleBtn.querySelector('.immersive-read-label');
+			if (label) {
+				label.innerText = '<?php _e("退出", "argon"); ?>';
+			}
+
+			// 快速滚动到文章头部
+			var postContent = document.getElementById('post_content');
+			if (postContent) {
+				var rect = postContent.getBoundingClientRect();
+				var headerOffset = 20;
+				var scrollTarget = window.scrollY + rect.top - headerOffset;
+				window.scrollTo({ top: scrollTarget, behavior: 'smooth' });
+			}
+
+			if (exitTopBtn) {
+				exitTopBtn.classList.add('visible');
+			}
+		}
+
+		function exitImmersive() {
+			if (!isActive) return;
+			isActive = false;
+
+			document.documentElement.classList.remove('immersive-read');
+
+			toggleBtn.classList.remove('active');
+			toggleBtn.title = '<?php _e("沉浸阅读", "argon"); ?>';
+
+			var icon = toggleBtn.querySelector('i.fa');
+			if (icon) {
+				icon.classList.remove('fa-compress');
+				icon.classList.add('fa-television');
+			}
+			var label = toggleBtn.querySelector('.immersive-read-label');
+			if (label) {
+				label.innerText = '<?php _e("沉浸", "argon"); ?>';
+			}
+
+			if (exitTopBtn) {
+				exitTopBtn.classList.remove('visible');
+			}
+		}
+
+		toggleBtn.addEventListener('click', function(e) {
+			e.preventDefault();
+			isActive ? exitImmersive() : enterImmersive();
+		});
+
+		if (exitTopBtn) {
+			exitTopBtn.querySelector('button').addEventListener('click', function(e) {
+				e.preventDefault();
+				exitImmersive();
+			});
+		}
+
+		// Esc 快捷键支持
+		document.addEventListener('keydown', function(e) {
+			if (e.key === 'Escape' && isActive) exitImmersive();
+		});
+
+		// 滚动检测: 控制顶部退出按钮透明度防遮挡
+		var ticking = false;
+		window.addEventListener('scroll', function() {
+			if (!isActive || !exitTopBtn) return;
+			if (!ticking) {
+				ticking = true;
+				requestAnimationFrame(function() {
+					// 当滚动超过一定距离时，使其半透明，鼠标悬浮时恢复
+					exitTopBtn.classList.toggle('dimmed', window.scrollY > 200);
+					ticking = false;
+				});
+			}
+		}, { passive: true });
+	})();
+	</script>
+
 	<?php get_template_part('template-parts/ai-summary'); ?>
 
 	<div class="post-content" id="post_content">
diff --git a/template-parts/post-actions.php b/template-parts/post-actions.php
index 5246394..3b44503 100644
--- a/template-parts/post-actions.php
+++ b/template-parts/post-actions.php
@@ -207,5 +207,7 @@
 		});
 	}
 	<?php } ?>
+
+
 })();
 </script>
diff --git a/tmp/settings_225a925.php b/tmp/settings_225a925.php
deleted file mode 100644
index 0985b3b..0000000
Binary files a/tmp/settings_225a925.php and /dev/null differ