<?xml version="1.0" encoding="UTF-8"?><rss version="2.0" xmlns:content="http://purl.org/rss/1.0/modules/content/">
  <channel>
    <title>技可达工作室</title>
    <link>https://wechat2rss.xlab.app/feed/aff52b9db3b57b1fcf24b40668d44baecd3da044.xml</link>
    <description>做一些实用产品，记录点点滴滴。&#xA;(wechat feed made by @ttttmr https://wechat2rss.xlab.app)</description>
    <managingEditor> (技可达工作室)</managingEditor>
    <image>
      <url>https://wx.qlogo.cn/mmhead/Q3auHgzwzM4q8xVBcsZIQWWvSyVNG7ibZDb4wyKsxa6tzsqYF5QO7rg/0</url>
      <title>技可达工作室</title>
      <link>https://wechat2rss.xlab.app/feed/aff52b9db3b57b1fcf24b40668d44baecd3da044.xml</link>
    </image>
    <item>
      <title>静界全功能版本</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486110&amp;idx=1&amp;sn=761595c32a4a1dabac16fd474c925fe7</link>
      <description></description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2025-09-09 19:05</span> <span style="display: inline-block;">江西</span>
</p>




<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=f0b529e0&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRXd46icVblWbx7HflE6wBhgiaO6SO4gk46tTCy8V1j3yz1FQ9hr5eUEp2ZDzLQTgXE6ibETmAEvRJsGA%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<div><div><p style="display: inline-block;"><img data-ratio="0.6460134486071085" data-w="2082" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=1e327467&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRXd46icVblWbx7HflE6wBhgialCTOQYow2bhwtu6bbsbibXjOIURshIUsEJtupBlprm6pkMic6icGneiaRA%2F640%3Fwx_fmt%3Dpng"/></p></div><p>官网链接:<a href="https://silentmaze.com/" target="_blank">https://silentmaze.com/</a></p><p>目前二个版本一个单版本和全版本</p><div><div><p style="display: inline-block;"><img data-ratio="0.4690721649484536" data-w="388" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=dbaf1fb9&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRXd46icVblWbx7HflE6wBhgiaM1RAhQlKMEEUvjLdia0l0HI7E5icYoeXvj1TAnrIxX7T9VbgKRcteQzg%2F640%3Fwx_fmt%3Dpng"/></p></div><p>使用效果:</p><p>全板</p><div><div><p style="display: inline-block;"><img data-ratio="0.75" data-w="1280" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=b8ed860c&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRXd46icVblWbx7HflE6wBhgiaKUUibaDIflIibFpHpMHLBTOqbc1CsgCGMkPZKf2jGxvzucib3yfexCBZQ%2F640%3Fwx_fmt%3Djpeg"/></p></div><p>单板</p><div><div><p style="display: inline-block;"><img data-ratio="1.1911554921540657" data-w="701" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=4778e980&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRXd46icVblWbx7HflE6wBhgiaW8agaLeLWbsIgVyPcC7XR2Y86yWffFOgRIk6BmWJEwnENO4c16Qkeg%2F640%3Fwx_fmt%3Dpng"/></p></div><div><div><p style="display: inline-block;"><img data-ratio="0.8861111111111111" data-w="1080" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=9e5e4c82&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRXd46icVblWbx7HflE6wBhgialUplctUTu58zOewWRrno6mPBkicOIrt78ertzpSWSbKZ6OvburB7NRA%2F640%3Fwx_fmt%3Djpeg"/></p></div></div></div></div></div></div><p style="display: none;"><mp-style-type data-value="10000"></mp-style-type></p>



<p><a href="2247486110">阅读原文</a></p>
<p><a href="https://wechat2rss.xlab.app/link-proxy/?k=e6023485&amp;r=1&amp;u=https%3A%2F%2Fmp.weixin.qq.com%2Fs%3F__biz%3DMzU3NDY1NTYyOQ%3D%3D%26mid%3D2247486110%26idx%3D1%26sn%3D761595c32a4a1dabac16fd474c925fe7">跳转微信打开</a></p>
]]></content:encoded>
      <pubDate>Tue, 09 Sep 2025 19:05:00 +0800</pubDate>
    </item>
    <item>
      <title>一些感悟</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486106&amp;idx=1&amp;sn=7a430b36188875a5dcd29626fe1f52ba</link>
      <description></description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2025-08-10 06:08</span> <span style="display: inline-block;">江西</span>
</p>




<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=66b7e61d&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRV1Oyh6P6JKbwsapEFuNfLpMn5MQM8YCwnG9NZZNZx9liaEr0c0JYBONjkFYWoVibpqOFg2ZzgGhINQ%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<div><p style="display: inline-block;"><img data-ratio="2.0981856990394876" data-w="937" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=25c032a8&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRV1Oyh6P6JKbwsapEFuNfLpyKNgw4tbTj9UHfWEdfoicaqCufBQIpUcQo6NZaRVVhdKuIia1ribWGV9A%2F640%3Fwx_fmt%3Djpeg"/></p></div><p>晚上也要emo一下，回头看只悟出一个道理，自信驾驭强大，在年少时遇到很厉害的你男人之间的感情也有现实的迷茫和无奈，独自一人时，是兵也是将，无依无靠时自己就是千军万马，不止一个人摸索前行，在伟大的梦想也应该是一个个当下，在努努力只等轻舟已过万重山。</p><div><div><p style="display: inline-block;"><img data-ratio="1.3333333333333333" data-w="4344" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=53633a1a&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRV1Oyh6P6JKbwsapEFuNfLpB0spI4jCicOoAupAqmObIibtdxzFp2qG4ONlKyjXDbPic0kfFn0YITccw%2F640%3Fwx_fmt%3Djpeg"/></p></div></div><div><p></p></div><p style="display: none;"><mp-style-type data-value="10000"></mp-style-type></p>



<p><a href="2247486106">阅读原文</a></p>
<p><a href="https://wechat2rss.xlab.app/link-proxy/?k=bb6b2f00&amp;r=1&amp;u=https%3A%2F%2Fmp.weixin.qq.com%2Fs%3F__biz%3DMzU3NDY1NTYyOQ%3D%3D%26mid%3D2247486106%26idx%3D1%26sn%3D7a430b36188875a5dcd29626fe1f52ba">跳转微信打开</a></p>
]]></content:encoded>
      <pubDate>Sun, 10 Aug 2025 06:08:00 +0800</pubDate>
    </item>
    <item>
      <title>静界20250809</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486102&amp;idx=1&amp;sn=91870775a4668c05a044baf63c5de948</link>
      <description></description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2025-08-08 00:24</span> <span style="display: inline-block;">江西</span>
</p>




<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=d19445c0&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRUWPKA9w38ia4OicQlDKeuJBiagEUQQbd8Ktn5ziaK8Q6Qwe4vEEw7eeJXw753J6hPKaCJjGhziaict4FeQ%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<p><span leaf="">静界20250809，测试了几周，目前只能小号奔放。</span></p><p style="text-align: center;" nodeleaf=""><img class="rich_pages wxw-img js_insertlocalimg" data-imgfileid="100002450" data-s="300,640" data-type="png" type="block" style="height: auto !important;" data-ratio="0.6675925925925926" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=478e1c79&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRUWPKA9w38ia4OicQlDKeuJBianvQgmDbOagQtPvqCxIkze3ZicZa2FYc77Yss1DibP0P6YQGnia4r62CZQ%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p><span leaf="">基本效果</span></p><div><div><div><p style="display: inline-block;"><img data-ratio="1.1911554921540657" data-w="701" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=f9816204&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRUWPKA9w38ia4OicQlDKeuJBiaiaGpFwjibVHS090xdqibW9rFDCAFZrnptj9yoYGhWLdp7FN9hotwOGMsQ%2F640%3Fwx_fmt%3Dpng"/></p></div><div><p style="display: inline-block;"><img data-ratio="0.75" data-w="1920" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=5bff7c6e&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRUWPKA9w38ia4OicQlDKeuJBiaAicPQBxIP6Q1QQticzRdHfXqPCNPbwbUuN9Mjk6ms9YiaQoOmXFerWIxw%2F640%3Fwx_fmt%3Djpeg"/></p></div></div></div><p style="display: none;"><mp-style-type data-value="3"></mp-style-type></p>



<p><a href="2247486102">阅读原文</a></p>
<p><a href="https://wechat2rss.xlab.app/link-proxy/?k=c4d31852&amp;r=1&amp;u=https%3A%2F%2Fmp.weixin.qq.com%2Fs%3F__biz%3DMzU3NDY1NTYyOQ%3D%3D%26mid%3D2247486102%26idx%3D1%26sn%3D91870775a4668c05a044baf63c5de948">跳转微信打开</a></p>
]]></content:encoded>
      <pubDate>Fri, 08 Aug 2025 00:24:00 +0800</pubDate>
    </item>
    <item>
      <title>BattlEye（BE）的封禁决策</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486096&amp;idx=1&amp;sn=a67bc28bf4c8c0eb9f1d16b7e051395c</link>
      <description>这是通过 DeepSeek 获取的思路，仅供参考。实际上，反作弊系统的本质与 EDR 相似，都是为了寻找攻击者留下的证据，并将其从系统中剔除。</description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2025-08-07 23:19</span> <span style="display: inline-block;">新加坡</span>
</p>




<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=874bcc7e&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRUWPKA9w38ia4OicQlDKeuJBia2zMicF6d0jRGMwoibPnRRXzsmRuoYvEACEkw3EypuiaLK3FIVVk0gR6YA%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<p><span leaf="">这是通过 DeepSeek 获取的思路，仅供参考。实际上，反作弊系统的本质与 EDR 相似，都是为了寻找攻击者留下的证据，并将其从系统中剔除。</span></p><p><span leaf="">BattlEye</span><span leaf="">（</span><span lang="EN-US"><span leaf="">BE</span></span><span leaf="">）的封禁决策是一个</span><b><span leaf="">多层动态分析系统</span></b><span leaf="">，结合实时规则引擎、机器学习模型和人工审核机制。以下是深度技术解析（基于专利文件、逆向研究和官方披露）：</span></p><p style="text-align: center;" nodeleaf=""><img class="rich_pages wxw-img" data-imgfileid="100002445" data-ratio="1.4682926829268292" data-s="300,640" type="block" data-type="png" data-w="410" src="https://wechat2rss.xlab.app/img-proxy/?k=64d54689&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRUWPKA9w38ia4OicQlDKeuJBiangKjB5h8bLibpkEzlAvcGQIO5pQeSialYpfhlHIYsXAOE9X6E19TYNZQ%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p data-pm-slice="0 0 []"><b><span leaf="">二、关键技术模块</span><span lang="EN-US"><o:p></o:p></span></b></p><p><b><span lang="EN-US"><span leaf="">1.</span></span><span leaf="">规则引擎（静态检测）</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l1 level1 lfo1;tab-stops:list 36.0pt;"><b><span leaf=""><span textstyle="" style="font-weight: normal;">特征库</span>：<span textstyle="" style="font-weight: normal;">&gt;10万条作弊签名（2023年数据）</span></span></b></li></ul><p><span lang="EN-US"><o:p></o:p></span></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l1 level1 lfo1;tab-stops:list 36.0pt;"><b><span leaf="">匹配方式：</span></b></li></ul><p class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="cs"><code><span leaf=""><span class="code-snippet__function">def </span><span class="code-snippet__function"><span class="code-snippet__title">rule_engine</span></span><span class="code-snippet__function">(</span><span class="code-snippet__function"><span class="code-snippet__params"><span class="code-snippet__keyword">event</span></span></span><span class="code-snippet__function">):</span></span></code><br/><code><span leaf="">    # 内存特征匹配</span></code><br/><code><span leaf="">    <span class="code-snippet__keyword">if</span> <span class="code-snippet__keyword">event</span>[&#39;type&#39;] == <span class="code-snippet__string">&#39;MEMORY&#39;</span> <span class="code-snippet__keyword">and</span> <span class="code-snippet__keyword">event</span>[<span class="code-snippet__string">&#39;hash&#39;</span>] <span class="code-snippet__keyword">in</span> KNOWN_CHEAT_HASHES:</span></code><br/><code><span leaf="">        <span class="code-snippet__keyword">return</span> BAN_IMMEDIATE  <span class="code-snippet__meta"># 立即封禁</span></span></code><br/><code><span leaf=""><br/></span></code><br/><code><span leaf="">    <span class="code-snippet__meta"># 驱动签名检测</span></span></code><br/><code><span leaf="">    <span class="code-snippet__keyword">if</span> <span class="code-snippet__keyword">event</span>[<span class="code-snippet__string">&#39;type&#39;</span>] == <span class="code-snippet__string">&#39;DRIVER&#39;</span> <span class="code-snippet__keyword">and</span> <span class="code-snippet__keyword">event</span>[<span class="code-snippet__string">&#39;sign_status&#39;</span>] == <span class="code-snippet__number">0</span>:</span></code><br/><code><span leaf="">        <span class="code-snippet__keyword">return</span> BAN_DELAYED  <span class="code-snippet__meta"># 延迟封禁</span></span></code><br/></pre></p><p><span leaf="">典型规则：</span><span lang="EN-US"><o:p></o:p></span></p><ul style="list-style: none;" class="list-paddingleft-1"><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l0 level2 lfo2;tab-stops:list 72.0pt;"><p><span leaf="">检测到</span><b><span lang="EN-US"><span leaf="">Aimbot.dll</span></span></b><span leaf="">内存哈希匹配已知外挂</span><span lang="EN-US"><o:p></o:p></span></p></li><li style="mso-list:l0 level2 lfo2;tab-stops:list 72.0pt;"><p><span leaf="">存在未签名驱动</span><b><span lang="EN-US"><span leaf="">cheat.sys</span></span></b></p></li></ul></ul><h4 style="font-weight: 600;font-size: 16.002px;line-height: 28.575px;margin: 18.288px 0px 13.716px;color: rgb(64, 64, 64);font-family: quote-cjk-patch, Inter, system-ui, -apple-system, BlinkMacSystemFont, &#34;Segoe UI&#34;, Roboto, &#34;Noto Sans&#34;, Ubuntu, Cantarell, &#34;Helvetica Neue&#34;, Oxygen, &#34;Open Sans&#34;, sans-serif;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;" data-pm-slice="0 0 []"><span leaf="">2. </span><strong style="font-weight: 600;"><span leaf="">行为链分析（动态关联）</span></strong></h4><p class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="json"><code><span leaf=""><span class="code-snippet__punctuation">{</span></span></code><br/><code><span leaf="">  <span class="code-snippet__attr">&#34;chain_id&#34;</span><span class="code-snippet__punctuation">:</span> <span class="code-snippet__string">&#34;C17&#34;</span><span class="code-snippet__punctuation">,</span></span></code><br/><code><span leaf="">  <span class="code-snippet__attr">&#34;events&#34;</span><span class="code-snippet__punctuation">:</span> <span class="code-snippet__punctuation">[</span></span></code><br/><code><span leaf="">    <span class="code-snippet__punctuation">{</span><span class="code-snippet__attr">&#34;eid&#34;</span><span class="code-snippet__punctuation">:</span> <span class="code-snippet__number">1001</span><span class="code-snippet__punctuation">,</span> <span class="code-snippet__attr">&#34;pid&#34;</span><span class="code-snippet__punctuation">:</span> <span class="code-snippet__number">4567</span><span class="code-snippet__punctuation">,</span> <span class="code-snippet__attr">&#34;flg&#34;</span><span class="code-snippet__punctuation">:</span> <span class="code-snippet__number">0x8001</span><span class="code-snippet__punctuation">},</span>  <span class="code-snippet__comment">// 代码注入</span></span></code><br/><code><span leaf="">    <span class="code-snippet__punctuation">{</span><span class="code-snippet__attr">&#34;eid&#34;</span><span class="code-snippet__punctuation">:</span> <span class="code-snippet__number">2002</span><span class="code-snippet__punctuation">,</span> <span class="code-snippet__attr">&#34;pid&#34;</span><span class="code-snippet__punctuation">:</span> <span class="code-snippet__number">4567</span><span class="code-snippet__punctuation">,</span> <span class="code-snippet__attr">&#34;addr&#34;</span><span class="code-snippet__punctuation">:</span> <span class="code-snippet__string">&#34;0x7FFA1B8C0000&#34;</span><span class="code-snippet__punctuation">},</span> <span class="code-snippet__comment">// 内存篡改</span></span></code><br/><code><span leaf="">    <span class="code-snippet__punctuation">{</span><span class="code-snippet__attr">&#34;eid&#34;</span><span class="code-snippet__punctuation">:</span> <span class="code-snippet__number">4001</span><span class="code-snippet__punctuation">,</span> <span class="code-snippet__attr">&#34;ip&#34;</span><span class="code-snippet__punctuation">:</span> <span class="code-snippet__string">&#34;45.76.102.33:9999&#34;</span><span class="code-snippet__punctuation">}</span>    <span class="code-snippet__comment">// 外挂服务器连接</span></span></code><br/><code><span leaf="">  <span class="code-snippet__punctuation">],</span></span></code><br/><code><span leaf="">  <span class="code-snippet__attr">&#34;time_window&#34;</span><span class="code-snippet__punctuation">:</span> <span class="code-snippet__number">5000</span>  <span class="code-snippet__comment">// 5秒内发生</span></span></code><br/><code><span leaf=""><span class="code-snippet__punctuation">}</span></span></code><br/></pre></p><ul style="margin: 13.716px 0px;padding-left: 27.432px;color: rgb(64, 64, 64);font-family: quote-cjk-patch, Inter, system-ui, -apple-system, BlinkMacSystemFont, &#34;Segoe UI&#34;, Roboto, &#34;Noto Sans&#34;, Ubuntu, Cantarell, &#34;Helvetica Neue&#34;, Oxygen, &#34;Open Sans&#34;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;" class="list-paddingleft-1"><li><p style="margin-top: 0px;margin-right: 0px;margin-bottom: 0px !important;margin-left: 0px;font-size: 16.002px;line-height: 28.575px;"><strong style="font-weight: 600;"><span leaf="">检测逻辑</span></strong><span leaf="">：</span><span leaf=""><br/></span><span leaf="">当3个关联事件在5秒内发生 → 判定为</span><strong style="font-weight: 600;"><span leaf="">主动作弊</span></strong></p></li></ul><h4 style="font-weight: 600;font-size: 16.002px;line-height: 28.575px;margin: 18.288px 0px 13.716px;color: rgb(64, 64, 64);font-family: quote-cjk-patch, Inter, system-ui, -apple-system, BlinkMacSystemFont, &#34;Segoe UI&#34;, Roboto, &#34;Noto Sans&#34;, Ubuntu, Cantarell, &#34;Helvetica Neue&#34;, Oxygen, &#34;Open Sans&#34;, sans-serif;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;" data-pm-slice="0 0 []"><span leaf="">3. </span><strong style="font-weight: 600;"><span leaf="">威胁评分模型（AI决策）</span></strong></h4><p><b><span lang="EN-US"><span style="color: rgb(64, 64, 64);font-family: quote-cjk-patch, Inter, system-ui, -apple-system, BlinkMacSystemFont, &#34;Segoe UI&#34;, Roboto, &#34;Noto Sans&#34;, Ubuntu, Cantarell, &#34;Helvetica Neue&#34;, Oxygen, &#34;Open Sans&#34;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;display: inline !important;float: none;" data-pm-slice="0 0 []"><span leaf="">评分公式（简化版）：</span></span></span></b><b><span lang="EN-US" style="font-size:12.0pt;font-family:&#34;Segoe UI&#34;,sans-serif;mso-fareast-font-family:宋体;color:#404040;mso-font-kerning:0pt;mso-ligatures:
none;"><o:p></o:p></span></b></p><p class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="ini"><code><span leaf=""><span class="code-snippet__attr">Score</span> = \sum_{i=<span class="code-snippet__number">1</span>}^{n} W_i \cdot Severity_i + \alpha \cdot HistoryScore + \beta \cdot EnvRisk</span></code></pre></p><ul style="margin: 13.716px 0px;padding-left: 27.432px;color: rgb(64, 64, 64);font-family: quote-cjk-patch, Inter, system-ui, -apple-system, BlinkMacSystemFont, &#34;Segoe UI&#34;, Roboto, &#34;Noto Sans&#34;, Ubuntu, Cantarell, &#34;Helvetica Neue&#34;, Oxygen, &#34;Open Sans&#34;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;" class="list-paddingleft-1"><li><p style="margin: 0px 0px 4px;font-size: 16.002px;line-height: 28.575px;"><strong style="font-weight: 600;"><span leaf="">变量说明</span></strong><span leaf="">：</span></p></li><ul style="margin: 4px 0px 0px;padding-left: 27.432px;" class="list-paddingleft-1"><li><p style="margin-top: 0px;margin-right: 0px;margin-bottom: 0px !important;margin-left: 0px;font-size: 16.002px;line-height: 28.575px;"><span leaf="">$W_i$：事件权重（内存篡改=1.2，驱动加载=1.5）</span></p></li><li style="margin-top: 4px;"><p style="margin-top: 0px;margin-right: 0px;margin-bottom: 0px !important;margin-left: 0px;font-size: 16.002px;line-height: 28.575px;"><span leaf="">$Severity_i$：事件严重等级（1-4）</span></p></li><li style="margin-top: 4px;"><p style="margin-top: 0px;margin-right: 0px;margin-bottom: 0px !important;margin-left: 0px;font-size: 16.002px;line-height: 28.575px;"><span leaf="">$HistoryScore$：历史违规累积分（指数衰减）</span></p></li><li style="margin-top: 4px;"><p style="margin-top: 0px;margin-right: 0px;margin-bottom: 0px !important;margin-left: 0px;font-size: 16.002px;line-height: 28.575px;"><span leaf="">$EnvRisk$：环境风险值（虚拟机=0.8，调试器=1.0）</span></p></li></ul></ul><p style="margin: 13.716px 0px;font-size: 16.002px;line-height: 28.575px;color: rgb(64, 64, 64);font-family: quote-cjk-patch, Inter, system-ui, -apple-system, BlinkMacSystemFont, &#34;Segoe UI&#34;, Roboto, &#34;Noto Sans&#34;, Ubuntu, Cantarell, &#34;Helvetica Neue&#34;, Oxygen, &#34;Open Sans&#34;, sans-serif;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;"><strong style="font-weight: 600;"><span leaf="">封禁阈值</span></strong><span leaf="">：</span></p><ul style="margin: 13.716px 0px;padding-left: 27.432px;color: rgb(64, 64, 64);font-family: quote-cjk-patch, Inter, system-ui, -apple-system, BlinkMacSystemFont, &#34;Segoe UI&#34;, Roboto, &#34;Noto Sans&#34;, Ubuntu, Cantarell, &#34;Helvetica Neue&#34;, Oxygen, &#34;Open Sans&#34;, sans-serif;font-size: 16.002px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: normal;orphans: 2;text-align: start;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;background-color: rgb(255, 255, 255);text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;" class="list-paddingleft-1"><li><p style="margin-top: 0px;margin-right: 0px;margin-bottom: 0px !important;margin-left: 0px;font-size: 16.002px;line-height: 28.575px;"><code style="font-size: 0.875em;font-weight: 600;font-family: Menlo, &#34;Roboto Mono&#34;, &#34;Courier New&#34;, Courier, monospace, Inter, sans-serif;background-color: rgb(236, 236, 236);border-radius: 4px;padding: 0.15rem 0.3rem;"><span leaf="">Score &gt; 8.5</span></code><span leaf="">：自动封禁</span></p></li><li style="margin-top: 4px;"><p style="margin-top: 0px;margin-right: 0px;margin-bottom: 0px !important;margin-left: 0px;font-size: 16.002px;line-height: 28.575px;"><code style="font-size: 0.875em;font-weight: 600;font-family: Menlo, &#34;Roboto Mono&#34;, &#34;Courier New&#34;, Courier, monospace, Inter, sans-serif;background-color: rgb(236, 236, 236);border-radius: 4px;padding: 0.15rem 0.3rem;"><span leaf="">5.0 &lt; Score ≤ 8.5</span></code><span leaf="">：人工审核</span></p></li><li style="margin-top: 4px;"><p style="margin-top: 0px;margin-right: 0px;margin-bottom: 0px !important;margin-left: 0px;font-size: 16.002px;line-height: 28.575px;"><code style="font-size: 0.875em;font-weight: 600;font-family: Menlo, &#34;Roboto Mono&#34;, &#34;Courier New&#34;, Courier, monospace, Inter, sans-serif;background-color: rgb(236, 236, 236);border-radius: 4px;padding: 0.15rem 0.3rem;"><span leaf="">Score ≤ 5.0</span></code><span leaf="">：仅记录</span></p></li></ul><p><b><span lang="EN-US"><span leaf=""><br/></span></span></b><span lang="EN-US"><o:p></o:p></span></p><p data-pm-slice="0 0 []"><span leaf="">好的，我们可以把 </span><b><span lang="EN-US"><span leaf="">“</span></span><span leaf="">异常系统行为模式</span><span lang="EN-US"><span leaf=""> + ETW </span></span><span leaf="">数据</span><span lang="EN-US"><span leaf="">”</span></span></b><span lang="EN-US"></span><span leaf="">这个概念拆开讲清楚，并结合</span><span lang="EN-US"><span leaf=""> BE</span></span><span leaf="">（</span><span lang="EN-US"><span leaf="">BattlEye</span></span><span leaf="">）如何使用它进行反作弊分析。</span><span lang="EN-US"><o:p></o:p></span></p><p><b><span lang="EN-US"><span leaf="">异常系统行为模式</span></span><span lang="EN-US"><o:p></o:p></span></b></p><p><span leaf="">反作弊系统不会直接判定你在使用外挂，而是通过</span><b><span leaf="">行为模式识别异常</span></b><span leaf="">。典型的异常系统行为包括：</span><span lang="EN-US"><o:p></o:p></span></p><table style="mso-cellspacing:1.5pt;mso-yfti-tbllook:1184;"></table><table style="mso-cellspacing:1.5pt;mso-yfti-tbllook:1184;"><caption><p><span leaf=""><br/></span></p></caption><tfoot><tr><td><p><span leaf=""><br/></span></p></td></tr></tfoot></table><table style="mso-cellspacing:1.5pt;mso-yfti-tbllook:1184;"></table><table style="mso-cellspacing:1.5pt;mso-yfti-tbllook:1184;"><caption></caption><colgroup><col/></colgroup><tfoot><tr><td><p><span leaf=""><br/></span></p></td></tr></tfoot></table><table><caption></caption><colgroup><col/></colgroup><tfoot><tr><td><p><span leaf=""><br/></span></p></td></tr></tfoot></table><table><caption><p><span leaf=""><br/></span></p></caption><tfoot><tr><td></td></tr></tfoot><colgroup><col/></colgroup></table><table><tfoot><tr><td></td></tr></tfoot><colgroup><col/><col/><col/></colgroup></table><table><caption></caption><colgroup><col/><col/><col/></colgroup><thead><tr style="mso-yfti-irow:0;mso-yfti-firstrow:yes;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">类别</span><span lang="EN-US"><o:p></o:p></span></b></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">异常表现</span><span lang="EN-US"><o:p></o:p></span></b></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">示例</span><span lang="EN-US"><o:p></o:p></span></b></p></td></tr></thead><tbody><tr style="mso-yfti-irow:1;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">内存访问异常</span></b><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">非法读取或写入游戏进程内存</span><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span lang="EN-US"><span leaf="">ReadProcessMemory</span></span><span leaf="">、</span><span lang="EN-US"><span leaf="">WriteProcessMemory </span></span><span leaf="">被频繁调用</span><span lang="EN-US"><o:p></o:p></span></p></td></tr><tr style="mso-yfti-irow:2;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">线程异常</span></b><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">非法创建或修改线程上下文</span><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span lang="EN-US"><span leaf="">CreateRemoteThread</span></span><span leaf="">、</span><span lang="EN-US"><span leaf="">SetThreadContext</span><o:p></o:p></span></p></td></tr><tr style="mso-yfti-irow:3;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">模块</span><span lang="EN-US"><span leaf="">/</span></span><span leaf="">驱动异常</span></b><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">非法</span><span lang="EN-US"><span leaf=""> DLL </span></span><span leaf="">或驱动加载</span><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">手动映射</span><span lang="EN-US"><span leaf=""> DLL</span></span><span leaf="">、未签名驱动</span><span lang="EN-US"><o:p></o:p></span></p></td></tr><tr style="mso-yfti-irow:4;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">文件</span><span lang="EN-US"><span leaf="">/</span></span><span leaf="">注册表异常</span></b><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">未知文件创建或注册表修改</span><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">配置外挂、注入痕迹</span><span lang="EN-US"><o:p></o:p></span></p></td></tr><tr style="mso-yfti-irow:5;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">异常执行</span></b><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">调试器或异常处理被触发</span><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span lang="EN-US"><span leaf="">Breakpoint</span></span><span leaf="">、</span><span lang="EN-US"><span leaf="">Access   Violation</span></span><span leaf="">、非法指令</span><span lang="EN-US"><o:p></o:p></span></p></td></tr><tr style="mso-yfti-irow:6;mso-yfti-lastrow:yes;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">自动化输入</span></b><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">模拟输入或宏操作</span><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span lang="EN-US"><span leaf="">DirectInput/XInput </span></span><span leaf="">非常规调用模式</span><span lang="EN-US"><o:p></o:p></span></p></td></tr></tbody></table><p><span leaf="">核心思路：单个行为可能无害，但组合在一起就形成异常行为模式。</span><span lang="EN-US"><o:p></o:p></span></p><p><b><span lang="EN-US"><span leaf="">ETW </span></span><span leaf="">数据的作用</span><span lang="EN-US"><o:p></o:p></span></b></p><p><span lang="EN-US"><span leaf="">ETW</span></span><span leaf="">（</span><span lang="EN-US"><span leaf="">Event Tracing for Windows</span></span><span leaf="">）是</span><span lang="EN-US"><span leaf=""> Windows </span></span><span leaf="">提供的内核追踪机制，能记录这些行为事件：</span><span lang="EN-US"><o:p></o:p></span></p><table style="mso-cellspacing:1.5pt;mso-yfti-tbllook:1184;"><caption><p><span leaf=""><br/></span></p></caption><tfoot><tr><td><p><span leaf=""><br/></span></p></td></tr></tfoot></table><table><caption></caption><colgroup><col/></colgroup><tfoot><tr><td><p><span leaf=""><br/></span></p></td></tr></tfoot></table><table><caption><p><span leaf=""><br/></span></p></caption><tfoot><tr><td></td></tr></tfoot><colgroup><col/></colgroup></table><table><tfoot><tr><td></td></tr></tfoot><colgroup><col/></colgroup></table><table><caption></caption><colgroup><col/></colgroup><tfoot><tr><td><p><span leaf=""><br/></span></p></td></tr></tfoot></table><table><caption><p><span leaf=""><br/></span></p></caption><tfoot><tr><td></td></tr></tfoot><colgroup><col/><col/><col/></colgroup></table><table><caption></caption><colgroup><col/><col/><col/></colgroup><thead><tr style="mso-yfti-irow:0;mso-yfti-firstrow:yes;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span lang="EN-US"><span leaf="">ETW </span></span><span leaf="">事件类别</span><span lang="EN-US"><o:p></o:p></span></b></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">可捕获数据</span><span lang="EN-US"><o:p></o:p></span></b></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">与异常模式对应</span><span lang="EN-US"><o:p></o:p></span></b></p></td></tr></thead><tbody><tr style="mso-yfti-irow:1;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">进程</span><span lang="EN-US"><span leaf="">/</span></span><span leaf="">线程事件</span></b><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">线程创建</span><span lang="EN-US"><span leaf="">/</span></span><span leaf="">销毁、模块加载</span><span lang="EN-US"><span leaf="">/</span></span><span leaf="">卸载</span><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">异常线程操作、</span><span lang="EN-US"><span leaf="">DLL </span></span><span leaf="">注入</span><span lang="EN-US"><o:p></o:p></span></p></td></tr><tr style="mso-yfti-irow:2;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">内存操作事件</span></b><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span lang="EN-US"><span leaf="">OpenProcess</span></span><span leaf="">、</span><span lang="EN-US"><span leaf="">Read/WriteProcessMemory</span><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">内存读写异常</span><span lang="EN-US"><o:p></o:p></span></p></td></tr><tr style="mso-yfti-irow:3;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">驱动</span><span lang="EN-US"><span leaf="">/</span></span><span leaf="">内核模块事件</span></b><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">驱动加载、签名信息</span><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">未签名驱动或非法驱动</span><span lang="EN-US"><o:p></o:p></span></p></td></tr><tr style="mso-yfti-irow:4;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">文件</span><span lang="EN-US"><span leaf="">/</span></span><span leaf="">注册表事件</span></b><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">文件创建、注册表操作</span><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">外挂配置或注入痕迹</span><span lang="EN-US"><o:p></o:p></span></p></td></tr><tr style="mso-yfti-irow:5;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span leaf="">异常事件</span></b><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">异常访问、断点</span><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">调试器检测或异常执行</span><span lang="EN-US"><o:p></o:p></span></p></td></tr><tr style="mso-yfti-irow:6;mso-yfti-lastrow:yes;"><td style="padding:.75pt .75pt .75pt .75pt;"><p><b><span lang="EN-US"><span leaf="">API </span></span><span leaf="">调用事件</span></b><span lang="EN-US"><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span lang="EN-US"><span leaf="">DirectX</span></span><span leaf="">、</span><span lang="EN-US"><span leaf="">OpenGL</span></span><span leaf="">、输入</span><span lang="EN-US"><span leaf=""> API</span><o:p></o:p></span></p></td><td style="padding:.75pt .75pt .75pt .75pt;"><p><span leaf="">自动化操作行为</span><span lang="EN-US"><o:p></o:p></span></p></td></tr></tbody></table><p><span lang="EN-US"><span leaf="">ETW </span></span><span leaf="">将这些事件发送到</span><span lang="EN-US"><span leaf=""> AC </span></span><span leaf="">的内核或用户态分析器进行行为模式分析。</span><span lang="EN-US"><o:p></o:p></span></p><p><b><span lang="EN-US"><span leaf="">异常系统行为模式</span></span><span lang="EN-US"><span leaf=""> + ETW </span></span><span leaf="">数据结合原理</span><span lang="EN-US"><o:p></o:p></span></b></p><ol style="list-style: none;" class="list-paddingleft-1" start="1"><li style="mso-list:l0 level1 lfo1;tab-stops:list 36.0pt;"><b><span leaf="">事件收集</span></b><span lang="EN-US"><o:p></o:p></span></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l0 level2 lfo1;tab-stops:list 72.0pt;"><span lang="EN-US"><span leaf="">BE </span></span><p><span leaf="">在内核注册</span><span lang="EN-US"><span leaf=""> ETW Provider</span></span><span leaf="">，捕获关键事件。</span><span lang="EN-US"><o:p></o:p></span></p></li></ul><li style="mso-list:l0 level1 lfo1;tab-stops:list 36.0pt;"><b><span leaf="">行为建模</span></b><span lang="EN-US"><o:p></o:p></span></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l0 level2 lfo1;tab-stops:list 72.0pt;"><p><span leaf="">收集的事件被整理成行为序列，例如：</span><span lang="EN-US"><o:p></o:p></span></p></li></ul></ol><p><span lang="EN-US"><span leaf="">css</span><o:p></o:p></span></p><p><span leaf="">复制编辑</span><span lang="EN-US"><o:p></o:p></span></p><p><span lang="EN-US"><span leaf="">[ThreadCreate] -&gt; [WriteMemory] -&gt; [DLL Inject] -&gt; [ThreadSuspend]</span><o:p></o:p></span></p><ol style="list-style: none;" class="list-paddingleft-1" start="3"><li style="mso-list:l0 level1 lfo1;tab-stops:list 36.0pt;"><b><span leaf="">模式识别</span></b><span lang="EN-US"><o:p></o:p></span></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l0 level2 lfo1;tab-stops:list 72.0pt;"><p><span leaf="">使用规则、统计、或</span><span lang="EN-US"><span leaf=""> ML </span></span><span leaf="">模型识别</span><span lang="EN-US"><span leaf="">“</span></span><span leaf="">异常组合</span><span lang="EN-US"><span leaf="">”</span></span><span leaf="">。</span><span lang="EN-US"><o:p></o:p></span></p></li><li style="mso-list:l0 level2 lfo1;tab-stops:list 72.0pt;"><p><span leaf="">例如：合法游戏行为几乎不会同时出现大量跨进程写内存</span><span lang="EN-US"><span leaf=""> + DLL </span></span><span leaf="">注入</span><span lang="EN-US"><span leaf=""> + </span></span><span leaf="">模块篡改。</span><span lang="EN-US"><o:p></o:p></span></p></li></ul><li style="mso-list:l0 level1 lfo1;tab-stops:list 36.0pt;"><b><span leaf="">响应</span></b><span lang="EN-US"><o:p></o:p></span></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l0 level2 lfo1;tab-stops:list 72.0pt;"><p><span leaf="">如果模式异常，触发警告或封号。</span><span lang="EN-US"><o:p></o:p></span></p></li></ul></ol><p><span style="font-size:11.0pt;mso-bidi-font-size:12.0pt;line-height:115%;font-family:等线;mso-ascii-theme-font:minor-latin;mso-fareast-theme-font:minor-fareast;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:&#34;Times New Roman&#34;;mso-bidi-theme-font:minor-bidi;mso-ansi-language:EN-US;mso-fareast-language:
ZH-CN;mso-bidi-language:AR-SA;"><span leaf="">总结：</span><span lang="EN-US"><span leaf="">ETW </span></span><span leaf="">提供了可量化、可追踪的事件数据，而异常行为模式提供了分析逻辑，两者结合是现代</span><span lang="EN-US"><span leaf=""> AC </span></span><span leaf="">的核心检测思路。</span></span></p><p style="display: none;"><mp-style-type data-value="3"></mp-style-type></p>



<p><a href="2247486096">阅读原文</a></p>
<p><a href="https://wechat2rss.xlab.app/link-proxy/?k=eaab21d2&amp;r=1&amp;u=https%3A%2F%2Fmp.weixin.qq.com%2Fs%3F__biz%3DMzU3NDY1NTYyOQ%3D%3D%26mid%3D2247486096%26idx%3D1%26sn%3Da67bc28bf4c8c0eb9f1d16b7e051395c">跳转微信打开</a></p>
]]></content:encoded>
      <pubDate>Thu, 07 Aug 2025 23:19:00 +0800</pubDate>
    </item>
    <item>
      <title>静界PUBG  ESP工具使用教程</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486090&amp;idx=1&amp;sn=8e9829d29209f4f447cf933265709797</link>
      <description>什么是ESP工具,chat gpt回答的：下方是静界PUBG ESP工具使用教程，r0级别的驱动读取内存+隐蔽</description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2025-07-19 18:54</span> <span style="display: inline-block;">江西</span>
</p>

<p>什么是ESP工具,chat gpt回答的：下方是静界PUBG ESP工具使用教程，r0级别的驱动读取内存+隐蔽</p>
<p></p>



<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=971ec17d&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRUuVATd5JGF9Ry9ardaN1Kcv3MNwUkre3Dj2JXPpkib5ym3pKxticLibbo60g3q8bDBxKFptEB4Fu3OQ%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<p><span leaf="">什么是ESP工具,chat gpt回答的：</span></p><p style="text-align: center;" nodeleaf=""><img data-imgfileid="100002439" class="rich_pages wxw-img js_insertlocalimg" data-ratio="0.7" data-s="300,640" data-type="png" data-w="1080" type="block" src="https://wechat2rss.xlab.app/img-proxy/?k=29bed006&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRUuVATd5JGF9Ry9ardaN1KcbHRSRmxk9P1AAtz5BLsapbuG63YwlIOQW2wIibAyS1QiaHRtKbYxU5NQ%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p><span leaf="">下方是静界PUBG ESP工具使用教程，r0级别的驱动读取内存+隐蔽通信+防界面防录屏等功能，可规避BE在终端上的检测寻找到证据来永久封禁账号，暴力杀人游戏内被玩家举报多了会被封24小时。</span></p><p><span leaf="">交流群：459592673</span></p><p nodeleaf=""></p><p style="display: none;"><mp-style-type data-value="3"></mp-style-type></p>



<p><a href="2247486090">阅读原文</a></p>
<p><a href="https://wechat2rss.xlab.app/link-proxy/?k=cb662208&amp;r=1&amp;u=https%3A%2F%2Fmp.weixin.qq.com%2Fs%3F__biz%3DMzU3NDY1NTYyOQ%3D%3D%26mid%3D2247486090%26idx%3D1%26sn%3D8e9829d29209f4f447cf933265709797">跳转微信打开</a></p>
]]></content:encoded>
      <pubDate>Sat, 19 Jul 2025 18:54:00 +0800</pubDate>
    </item>
    <item>
      <title>PUBG辅助更新</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486081&amp;idx=1&amp;sn=dec2e6f2820577463aec199ea98df978</link>
      <description></description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2025-06-08 15:05</span> <span style="display: inline-block;">广东</span>
</p>

<p></p>



<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=a55080b0&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWlYGKWQIDe5NBSthdjaDdiaric22HX1VW0X86w05tVKSepJbW1T7Y0Ojg3mzKL9wYbib0lnv55hBFxA%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<p><span style="background-color: transparent;letter-spacing: 0.034em;caret-color: var(--weui-BRAND);">第三次版本测试更新稳定性</span><br/></p><p><br/></p><div><div><p style="display: inline-block;"><img data-ratio="0.75" data-w="1280" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=521dc8b3&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWlYGKWQIDe5NBSthdjaDdiaZaJibwBlCKxEL12LyyHYE2ejzBHkSGKMmDTsiawqoT1IPwofJ0UfibPLg%2F640%3Fwx_fmt%3Djpeg"/></p></div></div><div><p style="display: inline-block;"><img data-ratio="1.3333333333333333" data-w="960" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=4ae51790&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWlYGKWQIDe5NBSthdjaDdiaGp3Pwt04kFAvOCd5bp1icWIpOUibnvbEIg1cclWIXV0CkJaI0TcJnfEQ%2F640%3Fwx_fmt%3Djpeg"/></p></div><div><p style="display: inline-block;"><img data-ratio="0.75" data-w="1280" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=b160045f&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWlYGKWQIDe5NBSthdjaDdia0WCjLtX6jGdANKyr7YeoUGWqF3duicnIKAtbLd2HicNhNFjJUh3ZnhXQ%2F640%3Fwx_fmt%3Djpeg"/></p></div><p><br/></p><p style="display: none;"><mp-style-type data-value="10000"></mp-style-type></p>


<p><img src="https://wechat2rss.xlab.app/img-proxy/?k=8038e6a7&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWlYGKWQIDe5NBSthdjaDdiaZaJibwBlCKxEL12LyyHYE2ejzBHkSGKMmDTsiawqoT1IPwofJ0UfibPLg%2F0%3Fwx_fmt%3Djpeg"/></p>
<p><img src="https://wechat2rss.xlab.app/img-proxy/?k=aa9bde80&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWlYGKWQIDe5NBSthdjaDdiaGp3Pwt04kFAvOCd5bp1icWIpOUibnvbEIg1cclWIXV0CkJaI0TcJnfEQ%2F0%3Fwx_fmt%3Djpeg"/></p>
<p><img src="https://wechat2rss.xlab.app/img-proxy/?k=ba633d9f&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWlYGKWQIDe5NBSthdjaDdia0WCjLtX6jGdANKyr7YeoUGWqF3duicnIKAtbLd2HicNhNFjJUh3ZnhXQ%2F0%3Fwx_fmt%3Djpeg"/></p>



<p><a href="2247486081">阅读原文</a></p>
<p><a href="https://wechat2rss.xlab.app/link-proxy/?k=f4d152a7&amp;r=1&amp;u=https%3A%2F%2Fmp.weixin.qq.com%2Fs%3F__biz%3DMzU3NDY1NTYyOQ%3D%3D%26mid%3D2247486081%26idx%3D1%26sn%3Ddec2e6f2820577463aec199ea98df978">跳转微信打开</a></p>
]]></content:encoded>
      <pubDate>Sun, 08 Jun 2025 15:05:00 +0800</pubDate>
    </item>
    <item>
      <title>PUBG游戏测试视频</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486077&amp;idx=1&amp;sn=1865200f07b30e95791e19258b309f4d</link>
      <description></description>
      <content:encoded><![CDATA[<p>
原创 <span></span> <span>2025-04-07 11:15</span> <span style="display: inline-block;">广东</span>
</p>

<p></p>



<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=13f7b8c8&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWeDX3fKBjJ6hv105nhxgkEDeA058fzHJojaaAict3ecGDgTCNUG9PIvUcuk4qiaels9C9icGy93rlfg%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<div class="share_notice" id="js_common_share_desc_wrap" style="display: none"><div class="weui-ellipsis__text__wrp"><span id="js_common_share_desc" class="weui-ellipsis__text"></span></div>
         
        </div>
        




<p><a href="https://wechat2rss.xlab.app/link-proxy/?k=f3a6f6ab&amp;r=1&amp;u=https%3A%2F%2Fmp.weixin.qq.com%2Fs%3F__biz%3DMzU3NDY1NTYyOQ%3D%3D%26mid%3D2247486077%26idx%3D1%26sn%3D1865200f07b30e95791e19258b309f4d%26subscene%3D0">跳转微信打开</a></p>
]]></content:encoded>
      <pubDate>Mon, 07 Apr 2025 11:15:00 +0800</pubDate>
    </item>
    <item>
      <title>绕过玄武安全卫士检测</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486069&amp;idx=1&amp;sn=b2e341148d6f46b4c8e53be89c478e4d</link>
      <description>玄武安全卫士应用在网吧场景主要是拦截外挂和盗号程序等，轻量级别的r0防护软件，只要被特征的外挂程序通过浏览器等</description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2025-03-25 13:07</span> <span style="display: inline-block;">广东</span>
</p>

<p>玄武安全卫士应用在网吧场景主要是拦截外挂和盗号程序等，轻量级别的r0防护软件，只要被特征的外挂程序通过浏览器等</p>
<p></p>



<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=703bbe86&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRVc5KUBMBaJLibdIf0chicwtg2JZDb1XwjsO2o8ReuAQJt7N7iaXMNibJSAa5fvsiciavCFXto3JrO1V1Lw%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<section><span leaf="">玄武安全卫士应用在网吧场景主要是拦截外挂和盗号程序等，轻量级别的r0防护软件，只要被特征的外挂程序通过浏览器等入口下载，一落地外挂程序就会r0关机电脑。</span></section><section><section><section style="display: inline-block;" nodeleaf=""><img class="rich_pages wxw-img" data-ratio="1.1666666666666667" style="height:293px;width:251px;" data-type="jpg" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=6f5d9b2e&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRVc5KUBMBaJLibdIf0chicwtg6tqm14a4CbkovCzPJ720FQZOAn6obHer9Y0tAhdFGklzYNicjHDZPCw%2F640%3Fwx_fmt%3Djpeg"/></section></section><span leaf=""><br/></span></section><section><span leaf="">下载或打开被特征的外挂软件直接触发r0关机。</span></section><section><span leaf="">绕过思路使用api monitor拦截api钩子数据</span></section><section><section><section><section style="display: inline-block;" nodeleaf=""><img class="rich_pages wxw-img" data-ratio="0.75" style="height: auto !important;" data-type="jpg" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=f2595b6b&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRVc5KUBMBaJLibdIf0chicwtgykCQwyQOkaI45XkF9vSAEbQEibBvRmDn3AuQzsNg0pveWToGmFUtpnw%2F640%3Fwx_fmt%3Djpeg"/></section></section></section></section><section><span leaf="">找到一处关键值</span><span leaf="">StreamResource</span></section><section><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li><li></li></ul><pre class="code-snippet__js" data-lang="apache"><code><span leaf=""><span class="code-snippet__attribute">1232</span>	<span class="code-snippet__number">0</span>x2e3c	KERNELBASE.dll	RtlInitUnicodeStringEx ( <span class="code-snippet__number">0</span>x00000052fed579f8, <span class="code-snippet__string">&#34;StreamResource&#34;</span> )	STATUS_SUCCESS	</span></code><code><span leaf=""><span class="code-snippet__attribute">1233</span>	<span class="code-snippet__number">0</span>x2e3c	KERNELBASE.dll	NtQueryValueKey ( <span class="code-snippet__number">0</span>x0000000000000454, <span class="code-snippet__number">0</span>x00000052fed579f8, KeyValueFullInformationAlign64, <span class="code-snippet__number">0</span>x00000052fed578b0, <span class="code-snippet__number">0</span>x00000090, <span class="code-snippet__number">0</span>x00000052fed57864 )	STATUS_OBJECT_NAME_NOT_FOUND	<span class="code-snippet__number">0</span>xc0000034 = 找不到对象名。 </span></code></pre></section></section><section><span leaf="">StreamResource代表什么通过deepseek进行查询含义，可能是关键值进行hook拦截。</span></section><section style="text-align: center;" nodeleaf=""><img data-imgfileid="100002412" class="rich_pages wxw-img js_insertlocalimg" data-ratio="0.687962962962963" data-s="300,640" data-type="png" data-w="1080" type="block" src="https://wechat2rss.xlab.app/img-proxy/?k=75fca6ca&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRVc5KUBMBaJLibdIf0chicwtgl3u3EXMfgonatl6qX9wjNqOEEctmlkDWqF6jY00aXf0HDQ1Brj0svA%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></section><section><span leaf=""><br/></span></section><section><span leaf="">头文件</span><span leaf="">EasyHook.h</span></section><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li></ul><pre class="code-snippet__js" data-lang="cpp"><code><span leaf=""><span class="code-snippet__meta">#</span><span class="code-snippet__meta"><span class="code-snippet__keyword">pragma</span></span><span class="code-snippet__meta"> once</span></span></code><code><span leaf=""><br/></span></code><code><span leaf=""><span class="code-snippet__meta">#</span><span class="code-snippet__meta"><span class="code-snippet__keyword">include</span></span><span class="code-snippet__meta"> </span><span class="code-snippet__meta"><span class="code-snippet__string">&lt;Windows.h&gt;</span></span></span></code><code><span leaf=""><br/></span></code><code><span leaf=""><span class="code-snippet__comment">// 定义 EasyHook 命名空间</span></span></code><code><span leaf=""><span class="code-snippet__keyword">namespace</span> EasyHook</span></code><code><span leaf="">{</span></code><code><span leaf="">    <span class="code-snippet__comment">// HookFunction: 用于钩住一个指定的 DLL 中的函数</span></span></code><code><span leaf="">    <span class="code-snippet__function">HRESULT </span><span class="code-snippet__function"><span class="code-snippet__title">HookFunction</span></span><span class="code-snippet__function"><span class="code-snippet__params">(</span></span></span></code><code><span leaf="">        LPCSTR lpDllName,              <span class="code-snippet__comment">// 钩住的库名称</span></span></code><code><span leaf="">        LPCSTR lpFunctionName,         <span class="code-snippet__comment">// 钩住的函数名称</span></span></code><code><span leaf="">        PVOID pHookFunction,           <span class="code-snippet__comment">// 我们自己的钩子函数</span></span></code><code><span leaf="">        PVOID* ppOriginalFunction      <span class="code-snippet__comment">// 存储原始函数的地址</span></span></code><code><span leaf="">    );</span></code><code><span leaf="">}</span></code><code><span leaf=""><br/></span></code><code><span leaf=""><br/></span></code></pre></section><section><span leaf="">源文件</span><span leaf="">dllmain.cpp x64编译程序，注入进程是xcom.exe驱动挂载的</span><span leaf="">xdriver.sys</span></section><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li></ul><pre class="code-snippet__js" data-lang="cpp"><code><span leaf=""><span class="code-snippet__meta">#</span><span class="code-snippet__meta"><span class="code-snippet__keyword">include</span></span><span class="code-snippet__meta"> </span><span class="code-snippet__meta"><span class="code-snippet__string">&#34;pch.h&#34;</span></span></span></code><code><span leaf=""><span class="code-snippet__meta">#</span><span class="code-snippet__meta"><span class="code-snippet__keyword">include</span></span><span class="code-snippet__meta"> </span><span class="code-snippet__meta"><span class="code-snippet__string">&lt;Windows.h&gt;</span></span></span></code><code><span leaf=""><span class="code-snippet__meta">#</span><span class="code-snippet__meta"><span class="code-snippet__keyword">include</span></span><span class="code-snippet__meta"> </span><span class="code-snippet__meta"><span class="code-snippet__string">&lt;iostream&gt;</span></span></span></code><code><span leaf=""><span class="code-snippet__meta">#</span><span class="code-snippet__meta"><span class="code-snippet__keyword">include</span></span><span class="code-snippet__meta"> </span><span class="code-snippet__meta"><span class="code-snippet__string">&lt;string&gt;</span></span></span></code><code><span leaf=""><span class="code-snippet__meta">#</span><span class="code-snippet__meta"><span class="code-snippet__keyword">include</span></span><span class="code-snippet__meta"> </span><span class="code-snippet__meta"><span class="code-snippet__string">&#34;EasyHook.h&#34;</span></span></span></code><code><span leaf=""><br/></span></code><code><span leaf=""><br/></span></code><code><span leaf=""><span class="code-snippet__comment">// 定义 NtQueryValueKey 的委托</span></span></code><code><span leaf=""><span class="code-snippet__function"><span class="code-snippet__keyword">typedef</span></span><span class="code-snippet__function"> </span><span class="code-snippet__function"><span class="code-snippet__title">int</span></span><span class="code-snippet__function"><span class="code-snippet__params">(WINAPI* NtQueryValueKeyDelegate)(HANDLE, PVOID, </span></span><span class="code-snippet__function"><span class="code-snippet__params"><span class="code-snippet__type">int</span></span></span><span class="code-snippet__function"><span class="code-snippet__params">, PVOID, </span></span><span class="code-snippet__function"><span class="code-snippet__params"><span class="code-snippet__type">int</span></span></span><span class="code-snippet__function"><span class="code-snippet__params">, PVOID)</span></span>;</span></code><code><span leaf=""><br/></span></code><code><span leaf=""><span class="code-snippet__comment">// 原始 NtQueryValueKey 函数指针</span></span></code><code><span leaf="">NtQueryValueKeyDelegate pOriginalNtQueryValueKey = <span class="code-snippet__literal">nullptr</span>;</span></code><code><span leaf=""><br/></span></code><code><span leaf=""><span class="code-snippet__comment">// 钩子函数，用于拦截 NtQueryValueKey 调用</span></span></code><code><span leaf=""><span class="code-snippet__function"><span class="code-snippet__type">int</span></span><span class="code-snippet__function"> WINAPI </span><span class="code-snippet__function"><span class="code-snippet__title">NtQueryValueKeyHook</span></span><span class="code-snippet__function"><span class="code-snippet__params">(HANDLE keyHandle, PVOID valueName, </span></span><span class="code-snippet__function"><span class="code-snippet__params"><span class="code-snippet__type">int</span></span></span><span class="code-snippet__function"><span class="code-snippet__params"> keyValueInformationClass, PVOID keyValueInformation, </span></span><span class="code-snippet__function"><span class="code-snippet__params"><span class="code-snippet__type">int</span></span></span><span class="code-snippet__function"><span class="code-snippet__params"> keyValueInformationLength, PVOID resultLength)</span></span></span></code><code><span leaf="">{</span></code><code><span leaf="">    <span class="code-snippet__comment">// 判断是否是 &#34;StreamResource&#34;</span></span></code><code><span leaf="">    <span class="code-snippet__keyword">if</span> (valueName &amp;&amp; <span class="code-snippet__built_in">strcmp</span>((<span class="code-snippet__type">char</span>*)valueName, <span class="code-snippet__string">&#34;StreamResource&#34;</span>) == <span class="code-snippet__number">0</span>)</span></code><code><span leaf="">    {</span></code><code><span leaf="">        <span class="code-snippet__built_in">wprintf</span>(<span class="code-snippet__string">L&#34;拦截了 StreamResource 访问\n&#34;</span>);  <span class="code-snippet__comment">// 使用宽字符输出</span></span></code><code><span leaf=""><br/></span></code><code><span leaf="">        <span class="code-snippet__comment">// 返回 0，表示成功</span></span></code><code><span leaf="">        <span class="code-snippet__keyword">return</span> <span class="code-snippet__number">0</span>; <span class="code-snippet__comment">// 你可以根据需要改变返回值</span></span></code><code><span leaf="">    }</span></code><code><span leaf=""><br/></span></code><code><span leaf="">    <span class="code-snippet__comment">// 如果没有被拦截，调用原始的 NtQueryValueKey 函数</span></span></code><code><span leaf="">    <span class="code-snippet__keyword">return</span> <span class="code-snippet__built_in">pOriginalNtQueryValueKey</span>(keyHandle, valueName, keyValueInformationClass, keyValueInformation, keyValueInformationLength, resultLength);</span></code><code><span leaf="">}</span></code><code><span leaf=""><br/></span></code><code><span leaf=""><span class="code-snippet__comment">// EasyHook 中的钩子入口函数</span></span></code><code><span leaf=""><span class="code-snippet__function"><span class="code-snippet__type">void</span></span><span class="code-snippet__function"> </span><span class="code-snippet__function"><span class="code-snippet__title">HookNtQueryValueKey</span></span><span class="code-snippet__function"><span class="code-snippet__params">()</span></span></span></code><code><span leaf="">{</span></code><code><span leaf="">    <span class="code-snippet__comment">// 使用 EasyHook 来注入钩子</span></span></code><code><span leaf="">    HRESULT hr = EasyHook::<span class="code-snippet__built_in">HookFunction</span>(</span></code><code><span leaf="">        <span class="code-snippet__string">&#34;ntdll.dll&#34;</span>,              <span class="code-snippet__comment">// 钩住的库</span></span></code><code><span leaf="">        <span class="code-snippet__string">&#34;NtQueryValueKey&#34;</span>,        <span class="code-snippet__comment">// 钩住的函数</span></span></code><code><span leaf="">        (PVOID)&amp;NtQueryValueKeyHook, <span class="code-snippet__comment">// 我们自己的钩子函数</span></span></code><code><span leaf="">        (PVOID*)&amp;pOriginalNtQueryValueKey <span class="code-snippet__comment">// 存储原始函数地址</span></span></code><code><span leaf="">    );</span></code><code><span leaf=""><br/></span></code><code><span leaf="">    <span class="code-snippet__keyword">if</span> (<span class="code-snippet__built_in">FAILED</span>(hr))</span></code><code><span leaf="">    {</span></code><code><span leaf="">        <span class="code-snippet__built_in">wprintf</span>(<span class="code-snippet__string">L&#34;EasyHook 注入失败: 0x%x\n&#34;</span>, hr);</span></code><code><span leaf="">    }</span></code><code><span leaf="">    <span class="code-snippet__keyword">else</span></span></code><code><span leaf="">    {</span></code><code><span leaf="">        <span class="code-snippet__built_in">wprintf</span>(<span class="code-snippet__string">L&#34;钩子注入成功\n&#34;</span>);</span></code><code><span leaf="">    }</span></code><code><span leaf="">}</span></code><code><span leaf=""><br/></span></code><code><span leaf=""><span class="code-snippet__comment">// DllMain 入口点</span></span></code><code><span leaf=""><span class="code-snippet__function">BOOL APIENTRY </span><span class="code-snippet__function"><span class="code-snippet__title">DllMain</span></span><span class="code-snippet__function"><span class="code-snippet__params">(HMODULE hModule, DWORD  ul_reason_for_call, LPVOID lpReserved)</span></span></span></code><code><span leaf="">{</span></code><code><span leaf="">    <span class="code-snippet__keyword">switch</span> (ul_reason_for_call)</span></code><code><span leaf="">    {</span></code><code><span leaf="">    <span class="code-snippet__keyword">case</span> DLL_PROCESS_ATTACH:</span></code><code><span leaf="">        <span class="code-snippet__comment">// 当 DLL 被加载时，钩住 NtQueryValueKey 函数</span></span></code><code><span leaf="">        <span class="code-snippet__built_in">HookNtQueryValueKey</span>();</span></code><code><span leaf="">        <span class="code-snippet__keyword">break</span>;</span></code><code><span leaf="">    <span class="code-snippet__keyword">case</span> DLL_PROCESS_DETACH:</span></code><code><span leaf="">        <span class="code-snippet__comment">// 如果需要，可以在此处进行清理</span></span></code><code><span leaf="">        <span class="code-snippet__keyword">break</span>;</span></code><code><span leaf="">    <span class="code-snippet__keyword">case</span> DLL_THREAD_ATTACH:</span></code><code><span leaf="">    <span class="code-snippet__keyword">case</span> DLL_THREAD_DETACH:</span></code><code><span leaf="">        <span class="code-snippet__keyword">break</span>;</span></code><code><span leaf="">    }</span></code><code><span leaf="">    <span class="code-snippet__keyword">return</span> TRUE;</span></code><code><span leaf="">}</span></code><code><span leaf=""><br/></span></code></pre></section><section><span leaf="">手工测试视频</span></section><section nodeleaf=""><video controls="" poster="https://wechat2rss.xlab.app/img-proxy/?k=d23f09df&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRVc5KUBMBaJLibdIf0chicwtgFIo24pbQhvYq5Sf2oC1WWruR0BdktKvGQc2BNRfkfDDLSnqhvKzIhg%2F0%3Fwx_fmt%3Djpeg" 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]]></content:encoded>
      <pubDate>Tue, 25 Mar 2025 13:07:00 +0800</pubDate>
    </item>
    <item>
      <title>用deepseek学习提供Be对抗思路</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486058&amp;idx=1&amp;sn=0865fcfc6f2f03fa266d2ce9d6cae697</link>
      <description>写游戏外挂，重要的是如何对抗高级反作弊系统如BattlEye，对抗才能让游戏辅助存活更久，不对抗的游戏辅助存活</description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2025-03-21 19:27</span> <span style="display: inline-block;">广东</span>
</p>

<p>写游戏外挂，重要的是如何对抗高级反作弊系统如BattlEye，对抗才能让游戏辅助存活更久，不对抗的游戏辅助存活</p>
<p></p>



<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=7cfaa62b&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRVM2CRvQWG6Sv6po1tq1rJuWWdrUaEATiamX7Um9tZ9MKL4QG3nXEia6LtMGomK6r4lGicAN9nzRhj0Q%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<p data-pm-slice="0 0 []"><span leaf="">写游戏外挂，重要的是如何对抗高级反作弊系统如</span><span lang="EN-US"><span leaf="">BattlEye</span></span><span leaf="">，对抗才能让游戏辅助存活更久，不对抗的游戏辅助存活时间只有几个小时或者一天不等，首先通过</span><span lang="EN-US"><span leaf="">deepseek</span></span><span leaf="">了解</span><span lang="EN-US"><span leaf="">BattlEye</span></span><span leaf="">的发展史。</span></p><section><section style="display: inline-block;" nodeleaf=""><img class="rich_pages wxw-img" data-ratio="1.3333333333333333" style="width:360px;height:480px;" data-type="jpg" data-w="960" src="https://wechat2rss.xlab.app/img-proxy/?k=c2b4fb36&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRVM2CRvQWG6Sv6po1tq1rJuBBIYxT1K7AOj29BkbFusJ8t2UY9YhuI245Ixv6pLtT84vX8iaHYCw0w%2F640%3Fwx_fmt%3Djpeg"/></section></section><section><section><span lang="EN-US" style="background-color: transparent;caret-color: var(--weui-BRAND);letter-spacing: 0.034em;"><span leaf="">BattlEye</span></span><span leaf="" style="background-color: transparent;caret-color: var(--weui-BRAND);letter-spacing: 0.034em;">（简称</span><span lang="EN-US" style="background-color: transparent;caret-color: var(--weui-BRAND);letter-spacing: 0.034em;"><span leaf=""> BE</span></span><span leaf="" style="background-color: transparent;caret-color: var(--weui-BRAND);letter-spacing: 0.034em;">）是当今游戏行业最知名的反作弊系统之一，以其高强度的内核级防护和实时检测能力著称。自</span><span lang="EN-US" style="background-color: transparent;caret-color: var(--weui-BRAND);letter-spacing: 0.034em;"><span leaf=""> 2004 </span></span><span leaf="" style="background-color: transparent;caret-color: var(--weui-BRAND);letter-spacing: 0.034em;">年成立以来，</span><span lang="EN-US" style="background-color: transparent;caret-color: var(--weui-BRAND);letter-spacing: 0.034em;"><span leaf="">BE </span></span><span leaf="" style="background-color: transparent;caret-color: var(--weui-BRAND);letter-spacing: 0.034em;">经历了多次技术迭代，逐步成为《绝地求生》《彩虹六号：围攻》《逃离塔科夫》等</span><span lang="EN-US" style="background-color: transparent;caret-color: var(--weui-BRAND);letter-spacing: 0.034em;"><span leaf=""> 3A </span></span><span leaf="" style="background-color: transparent;caret-color: var(--weui-BRAND);letter-spacing: 0.034em;">大作的标配反作弊解决方案。以下是其发展历程的核心节点与技术演进：</span></section></section><p><b><span lang="EN-US"><span leaf="">1. </span></span><span leaf="">初创阶段（</span><span lang="EN-US"><span leaf="">2004–2010</span></span><span leaf="">）</span><span lang="EN-US"><o:p></o:p></span></b></p><p><b><span leaf="">背景与诞生</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l16 level1 lfo1;tab-stops:list 36.0pt;"><b><span leaf="">成立时间</span></b><section><span leaf="">：</span><span lang="EN-US"><span leaf="">2004 </span></span><span leaf="">年由德国开发者</span><span lang="EN-US"><span leaf=""> Bastian Suter </span></span><span leaf="">创立，最初专注于多人游戏的反作弊研究。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l16 level1 lfo1;tab-stops:list 36.0pt;"><b><span leaf="">早期目标</span></b><section><span leaf="">：解决《战地</span><span lang="EN-US"><span leaf=""> 2</span></span><span leaf="">》《武装突袭》等军事模拟游戏的作弊泛滥问题。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><p><b><span leaf="">技术特点</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l14 level1 lfo2;tab-stops:list 36.0pt;"><b><span leaf="">用户态检测</span></b><section><span leaf="">：通过扫描进程内存和文件特征（如外挂</span><span lang="EN-US"><span leaf=""> DLL </span></span><span leaf="">的哈希值）识别作弊。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l14 level1 lfo2;tab-stops:list 36.0pt;"><b><span leaf="">简单规则库</span></b><section><span leaf="">：依赖人工逆向分析外挂样本，生成静态特征码。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><p><b><span leaf="">局限性</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l0 level1 lfo3;tab-stops:list 36.0pt;"><b><span leaf="">易被绕过</span></b><section><span leaf="">：外挂开发者可通过重编译或代码混淆轻松绕过检测。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l0 level1 lfo3;tab-stops:list 36.0pt;"><b><span leaf="">兼容性问题</span></b><section><span leaf="">：频繁误封正常玩家，尤其在模组（</span><span lang="EN-US"><span leaf="">Mod</span></span><span leaf="">）支持活跃的游戏中。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><p><b><span lang="EN-US"><span leaf="">2. </span></span><span leaf="">内核驱动时代（</span><span lang="EN-US"><span leaf="">2011–2015</span></span><span leaf="">）</span><span lang="EN-US"><o:p></o:p></span></b></p><p><b><span leaf="">技术突破</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l11 level1 lfo4;tab-stops:list 36.0pt;"><b><span leaf="">内核态监控</span></b><section><span leaf="">：</span><span lang="EN-US"><span leaf="">2011 </span></span><span leaf="">年推出首个内核驱动（如</span><span lang="EN-US"><span leaf=""> BEDaisy.sys</span></span><span leaf="">），实现</span><span lang="EN-US"><span leaf=""> Ring 0 </span></span><span leaf="">级权限监控。</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l11 level2 lfo4;tab-stops:list 72.0pt;"><section><span leaf="">监控重点：进程注入、内存篡改、驱动加载。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><li style="mso-list:l11 level1 lfo4;tab-stops:list 36.0pt;"><b><span leaf="">主动防御</span></b><section><span leaf="">：引入反调试（</span><span lang="EN-US"><span leaf="">Anti-Debug</span></span><span leaf="">）和反虚拟机（</span><span lang="EN-US"><span leaf="">Anti-VM</span></span><span leaf="">）技术，对抗外挂分析工具。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><p><b><span leaf="">合作扩展</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l18 level1 lfo5;tab-stops:list 36.0pt;"><b><span leaf="">主流游戏适配</span></b><section><span leaf="">：与育碧（《彩虹六号：围攻》）、</span><span lang="EN-US"><span leaf="">Bohemia Interactive</span></span><span leaf="">（《</span><span lang="EN-US"><span leaf="">DayZ</span></span><span leaf="">》）建立合作。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l18 level1 lfo5;tab-stops:list 36.0pt;"><b><span leaf="">反外挂联盟</span></b><section><span leaf="">：加入</span><span lang="EN-US"><span leaf=""> FairPlay Alliance</span></span><span leaf="">，共享作弊特征库。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><p><b><span leaf="">标志性事件</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l9 level1 lfo6;tab-stops:list 36.0pt;"><b><span leaf="">《</span><span lang="EN-US"><span leaf="">H1Z1</span></span><span leaf="">》封禁潮</span></b><section><span leaf="">：</span><span lang="EN-US"><span leaf="">2015 </span></span><span leaf="">年</span><span lang="EN-US"><span leaf=""> BE </span></span><span leaf="">单日封禁超</span><span lang="EN-US"><span leaf=""> 2 </span></span><span leaf="">万账号，引发社区对反作弊效能的关注。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><p><b><span lang="EN-US"><span leaf="">3. </span></span><span leaf="">虚拟化与硬件整合（</span><span lang="EN-US"><span leaf="">2016–2020</span></span><span leaf="">）</span><span lang="EN-US"><o:p></o:p></span></b></p><p><b><span leaf="">技术升级</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l10 level1 lfo7;tab-stops:list 36.0pt;"><b><span leaf="">虚拟化防护（</span><span lang="EN-US"><span leaf="">VBS</span></span><span leaf="">）</span></b><section><span leaf="">：</span><span lang="EN-US"><span leaf="">2018 </span></span><span leaf="">年集成</span><span lang="EN-US"><span leaf=""> Hypervisor </span></span><span leaf="">技术（如</span><span lang="EN-US"><span leaf=""> Windows </span></span><span leaf="">的</span><span lang="EN-US"><span leaf=""> VBS</span></span><span leaf="">），隔离游戏进程与内核监控。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l10 level1 lfo7;tab-stops:list 36.0pt;"><b><span leaf="">硬件级检测</span></b><section><span leaf="">：支持</span><span lang="EN-US"><span leaf=""> TPM 2.0 </span></span><span leaf="">和</span><span lang="EN-US"><span leaf=""> Intel CET</span></span><span leaf="">，追踪硬件指纹（如</span><span lang="EN-US"><span leaf=""> GPU UUID</span></span><span leaf="">、主板序列号）。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l10 level1 lfo7;tab-stops:list 36.0pt;"><b><span lang="EN-US"><span leaf="">AI </span></span><span leaf="">行为分析</span></b><section><span leaf="">：</span><span lang="EN-US"><span leaf="">2019 </span></span><span leaf="">年引入机器学习模型，检测异常操作（如自瞄锁定的鼠标移动模式）。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><p><b><span leaf="">大作的标配</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l12 level1 lfo8;tab-stops:list 36.0pt;"><b><span leaf="">《绝地求生》</span></b><section><span leaf="">：</span><span lang="EN-US"><span leaf="">2017 </span></span><span leaf="">年成为</span><span lang="EN-US"><span leaf=""> BE </span></span><span leaf="">的标志性案例，单月封禁账号超百万。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l12 level1 lfo8;tab-stops:list 36.0pt;"><b><span leaf="">《堡垒之夜》</span></b><section><span leaf="">：</span><span lang="EN-US"><span leaf="">2018 </span></span><span leaf="">年</span><span lang="EN-US"><span leaf=""> Epic Games </span></span><span leaf="">全面采用</span><span lang="EN-US"><span leaf=""> BE</span></span><span leaf="">，推动其成为行业标准。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><p><b><span lang="EN-US"><span leaf="">4. </span></span><span leaf="">现代防御体系（</span><span lang="EN-US"><span leaf="">2021–</span></span><span leaf="">至今）</span><span lang="EN-US"><o:p></o:p></span></b></p><p><b><span leaf="">技术前沿</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l13 level1 lfo9;tab-stops:list 36.0pt;"><b><span leaf="">零信任架构</span></b><section><span leaf="">：与游戏引擎深度集成（如</span><span lang="EN-US"><span leaf=""> Unreal Engine 5 </span></span><span leaf="">的</span><span lang="EN-US"><span leaf=""> Anti-Cheat SDK</span></span><span leaf="">），实时验证代码完整性。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l13 level1 lfo9;tab-stops:list 36.0pt;"><b><span leaf="">区块链存证</span></b><section><span leaf="">：</span><span lang="EN-US"><span leaf="">2022 </span></span><span leaf="">年试验</span><span lang="EN-US"><span leaf=""> Immutable X </span></span><span leaf="">区块链记录作弊行为，确保日志不可篡改。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l13 level1 lfo9;tab-stops:list 36.0pt;"><b><span leaf="">量子安全</span></b><section><span leaf="">：探索后量子加密算法（如</span><span lang="EN-US"><span leaf=""> Kyber</span></span><span leaf="">）保护通信协议。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><p><b><span leaf="">行业影响</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l8 level1 lfo10;tab-stops:list 36.0pt;"><b><span leaf="">标准化协议</span></b><section><span leaf="">：推动反作弊技术成为游戏服务的基础设施（如</span><span lang="EN-US"><span leaf=""> Xbox Game Pass </span></span><span leaf="">的默认集成）。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l8 level1 lfo10;tab-stops:list 36.0pt;"><b><span leaf="">全球化运营</span></b><section><span leaf="">：支持超过</span><span lang="EN-US"><span leaf=""> 100 </span></span><span leaf="">款游戏，日均处理数千万次检测请求。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><p><b><span leaf="">挑战与争议</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l4 level1 lfo11;tab-stops:list 36.0pt;"><b><span leaf="">隐私争议</span></b><section><span leaf="">：内核驱动的高权限访问引发玩家对数据收集的担忧（如欧盟</span><span lang="EN-US"><span leaf=""> GDPR </span></span><span leaf="">合规性审查）。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l4 level1 lfo11;tab-stops:list 36.0pt;"><b><span leaf="">对抗升级</span></b><section><span leaf="">：外挂开发者转向</span><span lang="EN-US"><span leaf=""> AI </span></span><span leaf="">驱动作弊（如《</span><span lang="EN-US"><span leaf="">Apex </span></span><span leaf="">英雄》的深度学习自瞄工具）。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><p><span leaf="">下面是对抗技术的发展思路</span><span lang="EN-US"><o:p></o:p></span></p><p><span leaf="">在对抗高级反作弊系统（如</span><span lang="EN-US"><span leaf=""> BattlEye</span></span><span leaf="">、</span><span lang="EN-US"><span leaf="">EasyAntiCheat</span></span><span leaf="">、</span><span lang="EN-US"><span leaf="">Vanguard</span></span><span leaf="">）或实现更深层的控制时，确实存在一些比传统</span><span lang="EN-US"><span leaf=""> </span><b><span leaf="">VT</span></b></span><b><span leaf="">（虚拟化技术）</span></b><span leaf="">更复杂、更隐蔽的技术方案。以下是几种技术路线的分析和对比：</span><span lang="EN-US"><o:p></o:p></span></p><p><b><span lang="EN-US"><span leaf="">1. </span></span><span leaf="">硬件级劫持方案</span><span lang="EN-US"><o:p></o:p></span></b></p><p><b><span lang="EN-US"><span leaf="">(1) Intel Processor Trace (PT) / AMD Performance Monitoring Unit (PMU)</span><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l15 level1 lfo12;tab-stops:list 36.0pt;"><b><span leaf="">原理</span></b><section><span leaf="">：直接利用</span><span lang="EN-US"><span leaf=""> CPU </span></span><span leaf="">的硬件级指令追踪功能（非虚拟化），记录目标进程的每一条指令流。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l15 level1 lfo12;tab-stops:list 36.0pt;"><b><span leaf="">优势</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l15 level2 lfo12;tab-stops:list 72.0pt;"><b><span leaf="">完全无痕</span></b><section><span leaf="">：无需加载</span><span lang="EN-US"><span leaf=""> Hypervisor</span></span><span leaf="">，反作弊系统无法通过传统虚拟化特征检测。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l15 level2 lfo12;tab-stops:list 72.0pt;"><b><span leaf="">指令级监控</span></b><section><span leaf="">：可捕获加密</span><span lang="EN-US"><span leaf="">/</span></span><span leaf="">混淆后的代码行为（如游戏逻辑解密后的明文指令）。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><li style="mso-list:l15 level1 lfo12;tab-stops:list 36.0pt;"><b><span leaf="">实现难点</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l15 level2 lfo12;tab-stops:list 72.0pt;"><section><span leaf="">需要深入理解</span><span lang="EN-US"><span leaf=""> CPU </span></span><span leaf="">微架构和</span><span lang="EN-US"><span leaf=""> Intel PT </span></span><span leaf="">协议。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l15 level2 lfo12;tab-stops:list 72.0pt;"><section><span leaf="">需绕过操作系统对</span><span lang="EN-US"><span leaf=""> PT/PMU </span></span><span leaf="">的独占访问限制（如通过内核驱动）。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul></ul><p><b><span lang="EN-US"><span leaf="">(2) </span></span><span leaf="">硬件</span><span lang="EN-US"><span leaf=""> DMA </span></span><span leaf="">攻击</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l2 level1 lfo13;tab-stops:list 36.0pt;"><b><span leaf="">原理</span></b><section><span leaf="">：通过</span><span lang="EN-US"><span leaf=""> PCIe </span></span><span leaf="">设备（如</span><span lang="EN-US"><span leaf=""> FPGA </span></span><span leaf="">或专用硬件）直接访问内存（</span><span lang="EN-US"><span leaf="">Direct Memory Access</span></span><span leaf="">），完全绕过操作系统和</span><span lang="EN-US"><span leaf=""> CPU </span></span><span leaf="">权限控制。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l2 level1 lfo13;tab-stops:list 36.0pt;"><b><span leaf="">工具</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l2 level2 lfo13;tab-stops:list 72.0pt;"><b><span lang="EN-US"><span leaf="">PCILeech</span></span></b><section><span leaf="">：利用</span><span lang="EN-US"><span leaf=""> Thunderbolt/USB4 </span></span><span leaf="">接口的</span><span lang="EN-US"><span leaf=""> DMA </span></span><span leaf="">漏洞。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l2 level2 lfo13;tab-stops:list 72.0pt;"><b><span leaf="">自定义</span><span lang="EN-US"><span leaf=""> FPGA </span></span><span leaf="">设备</span></b><section><span leaf="">：如通过</span><span lang="EN-US"><span leaf=""> PCIe </span></span><span leaf="">开发板直接读写内存。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><li style="mso-list:l2 level1 lfo13;tab-stops:list 36.0pt;"><b><span leaf="">优势</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l2 level2 lfo13;tab-stops:list 72.0pt;"><b><span leaf="">无视所有软件防护</span></b><section><span leaf="">（包括内核反作弊驱动）。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l2 level2 lfo13;tab-stops:list 72.0pt;"><b><span leaf="">物理级隐蔽性</span></b><section><span leaf="">：反作弊系统无法检测外部硬件行为。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><li style="mso-list:l2 level1 lfo13;tab-stops:list 36.0pt;"><b><span leaf="">缺点</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l2 level2 lfo13;tab-stops:list 72.0pt;"><section><span leaf="">需要物理接触设备，成本高昂。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l2 level2 lfo13;tab-stops:list 72.0pt;"><section><span leaf="">部分系统已启用</span><span lang="EN-US"><span leaf=""> IOMMU </span></span><span leaf="">防护（如</span><span lang="EN-US"><span leaf=""> Windows Kernel DMA       Protection</span></span><span leaf="">）。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul></ul><p><b><span lang="EN-US"><span leaf="">2. </span></span><span leaf="">操作系统内核漏洞利用</span><span lang="EN-US"><o:p></o:p></span></b></p><p><b><span lang="EN-US"><span leaf="">(1) </span></span><span leaf="">零日漏洞（</span><span lang="EN-US"><span leaf="">Zero-Day Exploit</span></span><span leaf="">）</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l7 level1 lfo14;tab-stops:list 36.0pt;"><b><span leaf="">原理</span></b><section><span leaf="">：利用未公开的内核漏洞（如</span><span lang="EN-US"><span leaf=""> Windows </span></span><span leaf="">的</span><span lang="EN-US"><span leaf=""> ntoskrnl.exe </span></span><span leaf="">或</span><span lang="EN-US"><span leaf=""> Linux </span></span><span leaf="">的</span><span lang="EN-US"><span leaf=""> sys_call_table</span></span><span leaf="">）获取</span><span lang="EN-US"><span leaf=""> Ring 0 </span></span><span leaf="">最高权限。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l7 level1 lfo14;tab-stops:list 36.0pt;"><b><span leaf="">典型漏洞</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l7 level2 lfo14;tab-stops:list 72.0pt;"><b><span lang="EN-US"><span leaf="">EoP</span></span><span leaf="">（权限提升）漏洞</span></b><section><span leaf="">：如</span><span lang="EN-US"><span leaf=""> CVE-2021-21551</span></span><span leaf="">（戴尔驱动漏洞）。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l7 level2 lfo14;tab-stops:list 72.0pt;"><b><span leaf="">内存损坏漏洞</span></b><section><span leaf="">：如</span><span lang="EN-US"><span leaf=""> UAF</span></span><span leaf="">（</span><span lang="EN-US"><span leaf="">Use-After-Free</span></span><span leaf="">）、池溢出。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><li style="mso-list:l7 level1 lfo14;tab-stops:list 36.0pt;"><b><span leaf="">优势</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l7 level2 lfo14;tab-stops:list 72.0pt;"><b><span leaf="">完全控制系统</span></b><section><span leaf="">：可挂钩任何内核函数（如</span><span lang="EN-US"><span leaf=""> NtReadVirtualMemory</span></span><span leaf="">）。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l7 level2 lfo14;tab-stops:list 72.0pt;"><b><span leaf="">无驱动签名要求</span></b><section><span leaf="">：通过漏洞绕过</span><span lang="EN-US"><span leaf=""> Driver Signature Enforcement (DSE)</span></span><span leaf="">。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul></ul><p><b><span lang="EN-US"><span leaf="">(2) </span></span><span leaf="">内核对象篡改</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l6 level1 lfo15;tab-stops:list 36.0pt;"><b><span leaf="">技术手段</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l6 level2 lfo15;tab-stops:list 72.0pt;"><b><span leaf="">修改</span><span lang="EN-US"><span leaf=""> EPROCESS </span></span><span leaf="">结构</span></b><section><span leaf="">：隐藏进程</span><span lang="EN-US"><span leaf="">/</span></span><span leaf="">线程（对抗反作弊扫描）。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l6 level2 lfo15;tab-stops:list 72.0pt;"><b><span leaf="">劫持</span><span lang="EN-US"><span leaf=""> APC</span></span><span leaf="">（异步过程调用）</span></b><section><span leaf="">：强制注入代码到高权限线程。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><li style="mso-list:l6 level1 lfo15;tab-stops:list 36.0pt;"><b><span leaf="">工具</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l6 level2 lfo15;tab-stops:list 72.0pt;"><b><span lang="EN-US"><span leaf="">Cheat Engine </span></span><span leaf="">内核模式驱动</span></b><section><span leaf="">：通过</span><span lang="EN-US"><span leaf=""> DBK</span></span><span leaf="">（驱动程序工具包）实现。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l6 level2 lfo15;tab-stops:list 72.0pt;"><b><span leaf="">自定义</span><span lang="EN-US"><span leaf=""> Rootkit</span></span></b><section><span leaf="">：如挂钩</span><span lang="EN-US"><span leaf=""> PsSetCreateProcessNotifyRoutine</span></span><span leaf="">。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul></ul><p><b><span lang="EN-US"><span leaf="">3. </span></span><span leaf="">混合虚拟化与硬件加速</span><span lang="EN-US"><o:p></o:p></span></b></p><p><b><span lang="EN-US"><span leaf="">(1) </span></span><span leaf="">嵌套虚拟化（</span><span lang="EN-US"><span leaf="">Nested Virtualization</span></span><span leaf="">）</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l1 level1 lfo16;tab-stops:list 36.0pt;"><b><span leaf="">原理</span></b><section><span leaf="">：在</span><span lang="EN-US"><span leaf=""> Hypervisor </span></span><span leaf="">上再嵌套一层虚拟机（如</span><span lang="EN-US"><span leaf=""> KVM on Hyper-V</span></span><span leaf="">），混淆反作弊系统的虚拟化检测。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l1 level1 lfo16;tab-stops:list 36.0pt;"><b><span leaf="">应用场景</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l1 level2 lfo16;tab-stops:list 72.0pt;"><section><span leaf="">绕过反作弊系统对单一</span><span lang="EN-US"><span leaf=""> Hypervisor </span></span><span leaf="">的检测（如</span><span lang="EN-US"><span leaf=""> Vanguard </span></span><span leaf="">的</span><span lang="EN-US"><span leaf=""> HVCI </span></span><span leaf="">检查）。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><li style="mso-list:l1 level1 lfo16;tab-stops:list 36.0pt;"><b><span leaf="">实现工具</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l1 level2 lfo16;tab-stops:list 72.0pt;"><b><span lang="EN-US"><span leaf="">QEMU + KVM</span></span></b><section><span leaf="">：配置嵌套虚拟化参数。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l1 level2 lfo16;tab-stops:list 72.0pt;"><b><span leaf="">自定义</span><span lang="EN-US"><span leaf=""> Hypervisor</span></span></b><section><span leaf="">：动态切换虚拟化层级。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul></ul><p><b><span lang="EN-US"><span leaf="">(2) GPU/DPU </span></span><span leaf="">加速劫持</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l5 level1 lfo17;tab-stops:list 36.0pt;"><b><span leaf="">原理</span></b><section><span leaf="">：利用</span><span lang="EN-US"><span leaf=""> GPU </span></span><span leaf="">或</span><span lang="EN-US"><span leaf=""> DPU</span></span><span leaf="">（数据处理器）执行敏感操作，避免</span><span lang="EN-US"><span leaf=""> CPU </span></span><span leaf="">层面的检测。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l5 level1 lfo17;tab-stops:list 36.0pt;"><b><span leaf="">技术示例</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l5 level2 lfo17;tab-stops:list 72.0pt;"><b><span lang="EN-US"><span leaf="">CUDA/OpenCL </span></span><span leaf="">内存操作</span></b><section><span leaf="">：通过</span><span lang="EN-US"><span leaf=""> GPU </span></span><span leaf="">直接修改游戏内存（如血量值）。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l5 level2 lfo17;tab-stops:list 72.0pt;"><b><span lang="EN-US"><span leaf="">DPU </span></span><span leaf="">加密流量劫持</span></b><section><span leaf="">：拦截并篡改游戏网络封包（如《英雄联盟》技能指令）。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><li style="mso-list:l5 level1 lfo17;tab-stops:list 36.0pt;"><b><span leaf="">优势</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l5 level2 lfo17;tab-stops:list 72.0pt;"><section><span leaf="">反作弊系统通常不监控</span><span lang="EN-US"><span leaf=""> GPU/DPU </span></span><span leaf="">行为。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l5 level2 lfo17;tab-stops:list 72.0pt;"><section><span leaf="">高性能、低延迟。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul></ul><p><b><span lang="EN-US"><span leaf="">4. AI/ML </span></span><span leaf="">动态行为模拟</span><span lang="EN-US"><o:p></o:p></span></b></p><p><b><span lang="EN-US"><span leaf="">(1) </span></span><span leaf="">强化学习（</span><span lang="EN-US"><span leaf="">Reinforcement Learning</span></span><span leaf="">）</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l3 level1 lfo18;tab-stops:list 36.0pt;"><b><span leaf="">原理</span></b><section><span leaf="">：训练</span><span lang="EN-US"><span leaf=""> AI </span></span><span leaf="">模型模拟玩家操作（如自动瞄准、走位），而非直接修改内存或代码。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l3 level1 lfo18;tab-stops:list 36.0pt;"><b><span leaf="">工具链</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l3 level2 lfo18;tab-stops:list 72.0pt;"><b><span lang="EN-US"><span leaf="">TensorFlow/PyTorch</span></span></b><section><span leaf="">：训练行为模型。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l3 level2 lfo18;tab-stops:list 72.0pt;"><b><span lang="EN-US"><span leaf="">OpenCV</span></span></b><section><span leaf="">：屏幕图像实时分析（如敌人位置识别）。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><li style="mso-list:l3 level1 lfo18;tab-stops:list 36.0pt;"><b><span leaf="">优势</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l3 level2 lfo18;tab-stops:list 72.0pt;"><b><span leaf="">无底层痕迹</span></b><section><span leaf="">：反作弊系统难以区分</span><span lang="EN-US"><span leaf=""> AI </span></span><span leaf="">与真人。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l3 level2 lfo18;tab-stops:list 72.0pt;"><section><span leaf="">可自适应更新策略（如应对游戏版本更新）。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><li style="mso-list:l3 level1 lfo18;tab-stops:list 36.0pt;"><b><span leaf="">案例</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l3 level2 lfo18;tab-stops:list 72.0pt;"><section><span leaf="">《</span><span lang="EN-US"><span leaf="">CS:GO</span></span><span leaf="">》的</span><span lang="EN-US"><span leaf=""> AI </span></span><span leaf="">外挂</span><span lang="EN-US"><span leaf="">“DeepAim”</span></span><span leaf="">通过视觉输入实现自瞄。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul></ul><p><b><span lang="EN-US"><span leaf="">(2) </span></span><span leaf="">代码混淆与对抗样本</span><span lang="EN-US"><o:p></o:p></span></b></p><ul style="list-style: none;" class="list-paddingleft-1"><li style="mso-list:l17 level1 lfo19;tab-stops:list 36.0pt;"><b><span leaf="">原理</span></b><section><span leaf="">：生成对抗性代码片段，干扰反作弊系统的静态分析。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l17 level1 lfo19;tab-stops:list 36.0pt;"><b><span leaf="">技术</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l17 level2 lfo19;tab-stops:list 72.0pt;"><b><span leaf="">控制流平坦化</span></b><section><span leaf="">：打乱函数逻辑流。</span><span lang="EN-US"><o:p></o:p></span></section></li><li style="mso-list:l17 level2 lfo19;tab-stops:list 72.0pt;"><b><span leaf="">多态代码引擎</span></b><section><span leaf="">：每次注入的代码均不同（如随机寄存器分配）。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul><li style="mso-list:l17 level1 lfo19;tab-stops:list 36.0pt;"><b><span leaf="">工具</span></b><section><span leaf="">：</span><span lang="EN-US"><o:p></o:p></span></section></li><ul style="margin-top:0cm;" class="list-paddingleft-1"><li style="mso-list:l17 level2 lfo19;tab-stops:list 72.0pt;"><b><span lang="EN-US"><span leaf="">LLVM Obfuscator</span></span></b><section><span leaf="">：编译时自动混淆代码。</span><span lang="EN-US"><o:p></o:p></span></section></li></ul></ul><section><b><span lang="EN-US" style="font-size:11.0pt;mso-bidi-font-size:12.0pt;line-height:115%;font-family:等线;mso-ascii-theme-font:minor-latin;mso-fareast-theme-font:
minor-fareast;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:&#34;Times New Roman&#34;;mso-bidi-theme-font:minor-bidi;mso-ansi-language:EN-US;mso-fareast-language:
ZH-CN;mso-bidi-language:AR-SA;"><span leaf="">Themida/VMProtect</span></span></b><span style="font-size:11.0pt;mso-bidi-font-size:12.0pt;line-height:115%;font-family:
等线;mso-ascii-theme-font:minor-latin;mso-fareast-theme-font:minor-fareast;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:&#34;Times New Roman&#34;;mso-bidi-theme-font:minor-bidi;mso-ansi-language:EN-US;mso-fareast-language:
ZH-CN;mso-bidi-language:AR-SA;"><span leaf="">：商业级加壳工具。</span></span></section><section style="text-align: center;" nodeleaf=""><img data-imgfileid="100002407" class="rich_pages wxw-img" data-ratio="0.3851851851851852" data-s="300,640" data-type="png" data-w="1080" style="height: auto !important;" type="block" src="https://wechat2rss.xlab.app/img-proxy/?k=905f3d29&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRVM2CRvQWG6Sv6po1tq1rJuQ1SxgNeyMbMt1nJovZZ7cicXfZbVLzrFZ8T0WMpu4EQcE8Q3GHjO0IQ%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></section><section><span leaf=""><br/></span></section><p style="display: none;"><mp-style-type data-value="3"></mp-style-type></p>



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      <pubDate>Fri, 21 Mar 2025 19:27:00 +0800</pubDate>
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      <title>关于认知的思考</title>
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<span></span> <span>2025-03-11 15:20</span> <span style="display: inline-block;">广东</span>
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<section><section><section style="display: inline-block;"><img data-ratio="1.6333333333333333" data-w="1080" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=e64d4373&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWaOGKO0awyPAF9yXwfoLlmQHWAFmUyPkibEevWAFocI8ticK8dgZSPLOJQpsnicJt9ItHXPN6lEJSRg%2F640%3Fwx_fmt%3Djpeg"/></section></section><span style="background-color: transparent;caret-color: var(--weui-BRAND);letter-spacing: 0.034em;">不要总局限在以前的行业，外面路更加广阔天空，多尝试就好。</span></section><p><br/></p><section><section style="display: inline-block;"><img data-ratio="1.3333333333333333" data-w="960" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=5a4c84f1&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWaOGKO0awyPAF9yXwfoLlmicYtlCcWniaYZ8Y5sO2BeRVWbicLbticYvxUqOLAx0A2X5amHNUhaHiaTdQ%2F640%3Fwx_fmt%3Djpeg"/></section></section><section><section style="display: inline-block;"><img data-ratio="1.3333333333333333" data-w="960" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=bb9e64ad&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWaOGKO0awyPAF9yXwfoLlmEkKypKGqrtzFgqbSVxY92q3HtKibJaicia9zaCN9MeUiccsIyxdQU43jBQ%2F640%3Fwx_fmt%3Djpeg"/></section></section><p><br/></p><p style="display: none;"><mp-style-type data-value="10000"></mp-style-type></p>



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      <pubDate>Tue, 11 Mar 2025 15:20:00 +0800</pubDate>
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      <title>Freqtrade量化模型学习</title>
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原创 <span></span> <span>2025-03-03 11:27</span> <span style="display: inline-block;">广东</span>
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      <pubDate>Mon, 03 Mar 2025 11:27:00 +0800</pubDate>
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      <title>区块链量化交易机会分析过滤</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486043&amp;idx=1&amp;sn=33e5790cb7cd1f86d257f42dc8247f6f</link>
      <description></description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2025-02-16 21:44</span> <span style="display: inline-block;">广东</span>
</p>

<p></p>



<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=bd324af5&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRXH0kYE74zUOZmUq4JkK8Oiaeku3qGJJsonmYJW90picnTawgAicPvbEfTLrNPpvRcVqhe5YQNTvuRjQ%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<p><span leaf="">现在学习一下如何扫描交易所代币市场变化来分析交易机会</span><span lang="EN-US"><o:p></o:p></span></p><p><span leaf="">以币安交易所提供的</span><span lang="EN-US"><span leaf="">7x24</span></span><span leaf="">小时交易接口为例，最简单的筛选条件根据、最小成交量、最小报价币成交量、最小波动百分比、最大波动百分比来挑选交易机会。</span><span lang="EN-US"><o:p></o:p></span></p><section style="text-align: center;" nodeleaf=""><img class="rich_pages wxw-img" data-imgfileid="100002388" data-ratio="0.6695187165775401" data-s="300,640" type="block" data-type="png" data-w="935" src="https://wechat2rss.xlab.app/img-proxy/?k=0168ac24&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRXH0kYE74zUOZmUq4JkK8OiaLp0CBeg2EeicvQd6MDaqOCFnicj30QlnYibrMgZ7mRibVfA7r4hobek4YA%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></section><p><span leaf="">根据交易所</span><span lang="EN-US"><span leaf="">7x24</span></span><span leaf="">时间规律来进行选择合适的策略做单</span><span lang="EN-US"><o:p></o:p></span></p><section style="text-align: center;" nodeleaf=""><img data-imgfileid="100002389" class="rich_pages wxw-img" data-ratio="0.7665441176470589" data-s="300,640" data-type="png" data-w="544" type="block" src="https://wechat2rss.xlab.app/img-proxy/?k=a4061965&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRXH0kYE74zUOZmUq4JkK8OiagibK3kxwpZfzCF2E9nWoE4JuWWJXAYXfXjHf6sNMX6xXeL2dsWeRAow%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></section><p><span leaf="">把之前从交易所挑选的交易接口代币数据尝试用</span><span lang="EN-US"><span leaf="">chatgpt4模型</span></span><span leaf="">去理解一下</span></p><section style="text-align: center;" nodeleaf=""><img data-imgfileid="100002391" class="rich_pages wxw-img" data-ratio="0.7124277456647399" data-s="300,640" data-type="png" data-w="692" style="width:578px;height:412px;" type="block" src="https://wechat2rss.xlab.app/img-proxy/?k=ae57037e&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRXH0kYE74zUOZmUq4JkK8Oia8egmWaP5LI4lmR8rk6PdO2tmgD5kX7XHiao1kicQx1v6lhkEKrMEDkEA%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></section><p><span leaf="">基于以上</span><span lang="EN-US"><span leaf="">chatgpt</span></span><span leaf="">给出的可能存在交易机会的</span><span lang="EN-US"><span leaf="">EIGENUSDT</span></span><span leaf="">代币</span><span lang="EN-US"><o:p></o:p></span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="makefile"><code><span leaf=""><span class="code-snippet__plaintext">扫描的时间是ID: 55, 时间: 2025-02-16 15:05:19, 交易对象: EIGENUSDT, 成交量: 7980460.76, 报价币成交量: 13000073.6658, 波动率: -5.06%, 当前价格: 1.595, EMA: 1.770529359802952, RSI: 26.054590570719597</span></span></code></pre></section><p><span leaf="">不确定的机会下可以选择观察这个代币看看这个买入信号是不是假的，我现在观察的时间是</span><span lang="EN-US"><span leaf="">2025</span></span><span leaf="">年</span><span lang="EN-US"><span leaf="">2</span></span><span leaf="">月</span><span lang="EN-US"><span leaf="">16</span></span><span leaf="">号晚上</span><span lang="EN-US"><span leaf="">21:24,</span></span><span leaf="">看看当前</span><span lang="EN-US"><span leaf="">EIGENUSDT</span></span><span leaf="">代币的价格。</span><span lang="EN-US"><o:p></o:p></span></p><section style="text-align: center;" nodeleaf=""><img data-imgfileid="100002392" class="rich_pages wxw-img" data-ratio="0.6127167630057804" data-s="300,640" data-type="png" data-w="692" type="block" src="https://wechat2rss.xlab.app/img-proxy/?k=ad3bc109&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRXH0kYE74zUOZmUq4JkK8Oiaq3ViapHmc5EJw7atvP3RT9BHmZE73bJ5mkOnyCic9bnd1acaU8AfOgDA%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></section><section><span leaf="" style="color:rgba(0, 0, 0, 0.9);font-size:17px;font-family:&#34;mp-quote&#34;, -apple-system-font, BlinkMacSystemFont, &#34;Helvetica Neue&#34;, &#34;PingFang SC&#34;, &#34;Hiragino Sans GB&#34;, &#34;Microsoft YaHei UI&#34;, &#34;Microsoft YaHei&#34;, Arial, sans-serif;line-height:1.6;letter-spacing:0.034em;font-style:normal;font-weight:normal;">确定还是在上涨，结合扫描时间的价格</span><span lang="EN-US"><span leaf="" style="color:rgba(0, 0, 0, 0.9);font-size:17px;font-family:&#34;mp-quote&#34;, -apple-system-font, BlinkMacSystemFont, &#34;Helvetica Neue&#34;, &#34;PingFang SC&#34;, &#34;Hiragino Sans GB&#34;, &#34;Microsoft YaHei UI&#34;, &#34;Microsoft YaHei&#34;, Arial, sans-serif;line-height:1.6;letter-spacing:0.034em;font-style:normal;font-weight:normal;">1.595</span></span><span leaf="" style="color:rgba(0, 0, 0, 0.9);font-size:17px;font-family:&#34;mp-quote&#34;, -apple-system-font, BlinkMacSystemFont, &#34;Helvetica Neue&#34;, &#34;PingFang SC&#34;, &#34;Hiragino Sans GB&#34;, &#34;Microsoft YaHei UI&#34;, &#34;Microsoft YaHei&#34;, Arial, sans-serif;line-height:1.6;letter-spacing:0.034em;font-style:normal;font-weight:normal;">和现在当前时间的价格</span><span lang="EN-US"><span leaf="" style="color:rgba(0, 0, 0, 0.9);font-size:17px;font-family:&#34;mp-quote&#34;, -apple-system-font, BlinkMacSystemFont, &#34;Helvetica Neue&#34;, &#34;PingFang SC&#34;, &#34;Hiragino Sans GB&#34;, &#34;Microsoft YaHei UI&#34;, &#34;Microsoft YaHei&#34;, Arial, sans-serif;line-height:1.6;letter-spacing:0.034em;font-style:normal;font-weight:normal;">1.6515</span></span><span leaf="" style="color:rgba(0, 0, 0, 0.9);font-size:17px;font-family:&#34;mp-quote&#34;, -apple-system-font, BlinkMacSystemFont, &#34;Helvetica Neue&#34;, &#34;PingFang SC&#34;, &#34;Hiragino Sans GB&#34;, &#34;Microsoft YaHei UI&#34;, &#34;Microsoft YaHei&#34;, Arial, sans-serif;line-height:1.6;letter-spacing:0.034em;font-style:normal;font-weight:normal;">，虽然慢慢涨控制好买入卖出短线策略时间这样也可以获得可观的收益。</span></section><p style="display: none;"><mp-style-type data-value="3"></mp-style-type></p>



<p><a href="2247486043">阅读原文</a></p>
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      <pubDate>Sun, 16 Feb 2025 21:44:00 +0800</pubDate>
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      <title>用DeepSeek学习区块链量化</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486034&amp;idx=1&amp;sn=c8655d5eb94f15ce10b24ee79ebb2821</link>
      <description></description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2025-02-03 12:08</span> <span style="display: inline-block;">广东</span>
</p>

<p></p>



<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=0ef31945&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRVj1QH45zNeOUGgqJR5LRhVexuiaTjzCBP1vQl7GH5MxDCVnCib0LHxdFC5Ka4LucuIT0Jd2rbnazUw%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<p><span leaf="">试了试用DeepSeek来学习区块链量化，确实扩展了一些思路，个人感觉区块链量化就是选择合适的市场通过各种维度的数据（链上数据，市场数据，社交数据等）决策何时买入信号和卖出信号，赢得Alpha机会（超额收益）看透规则按照规则办事。</span></p><section style="text-align: center;" nodeleaf=""><img data-imgfileid="100002384" class="rich_pages wxw-img" data-ratio="0.47830802603036876" data-s="300,640" data-type="png" data-w="922" type="block" src="https://wechat2rss.xlab.app/img-proxy/?k=99408cce&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRVj1QH45zNeOUGgqJR5LRhV8Req5mvEiapsoLgN03jTSkWFJfWYvEHMB8iaTO1UnV9YDGq5hIOt6Wibg%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></section><p><span leaf=""><br/></span></p><p><span leaf="">关键词代币市值，需要了解市场上代币的市值来判断规模和波动性。</span></p><section style="text-align: center;" nodeleaf=""><img data-imgfileid="100002377" class="rich_pages wxw-img js_insertlocalimg" data-ratio="0.6240740740740741" data-s="300,640" data-type="png" data-w="1080" type="block" src="https://wechat2rss.xlab.app/img-proxy/?k=9802a1dc&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRVj1QH45zNeOUGgqJR5LRhVKzibDJia05qhZrJVKsicCD7PpZ2vQ56tkQiaB9JxrAcnSj6ma7sdXqc8PA%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></section><p><span leaf="">比如搜索代币TRUMP，来查看代币发行日期，市场规模和波动性，明显TRUMP属于中盘币，大盘币波动性较低，做量化只能选择波动性高的才有量化的空间。</span></p><section style="text-align: center;" nodeleaf=""><img data-imgfileid="100002378" class="rich_pages wxw-img js_insertlocalimg" data-ratio="0.625" data-s="300,640" data-type="png" data-w="1080" type="block" src="https://wechat2rss.xlab.app/img-proxy/?k=489a4f51&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRVj1QH45zNeOUGgqJR5LRhVvVicObff4t0KACJWicaHyBfoo7hRXsOmibK5SBibhKEkxJEUiaz7JQicopXg%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></section><p><span leaf="">然后可以通过DeepSeek获取一些链上分析的方法来观察代币持有的巨鲸地址活动和市场变化。</span></p><section style="text-align: center;" nodeleaf=""><img data-imgfileid="100002381" class="rich_pages wxw-img" data-ratio="0.6244131455399061" data-s="300,640" data-type="png" data-w="1917" type="block" src="https://wechat2rss.xlab.app/img-proxy/?k=05360bb5&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRVj1QH45zNeOUGgqJR5LRhVG9neK7UNrWu4kqibpRibfd8U4CO6J27boKcD7JHG0qBaJVsNUCnTasRQ%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></section><p><span leaf="">这种需要自己获取一些开源数据自己分析观察链上数据平台网站 <a href="https://solscan.io/。" target="_blank">https://solscan.io/。</a></span></p><section style="text-align: center;" nodeleaf=""><img data-imgfileid="100002382" class="rich_pages wxw-img" data-ratio="0.6246089676746611" data-s="300,640" data-type="png" data-w="1918" type="block" src="https://wechat2rss.xlab.app/img-proxy/?k=970c4d96&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRVj1QH45zNeOUGgqJR5LRhVe2mYmPDkxdsSxHy043dlyWUdbNnmGchaO0jesqCkTiceBm7lUaBjQ5A%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></section><section><span leaf="">结合链上数据指标和市场技术指标，和买入卖出时间周期。来构建自己的交易策略工具,这种需要回测代币的历史交易数据进行测试来完善盈利交易策略。</span></section><section style="text-align: center;" nodeleaf=""><img data-imgfileid="100002383" class="rich_pages wxw-img" data-ratio="0.6246089676746611" data-s="300,640" data-type="png" data-w="1918" type="block" src="https://wechat2rss.xlab.app/img-proxy/?k=da8ba4cc&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRVj1QH45zNeOUGgqJR5LRhVVccLgzQrToqXlc5L5oAF5dMEJsJtymo1jKxyd6DOLafxPTKtpb1USQ%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></section><section><span leaf="">后面通过DeepSeek分析一些历史案例如xmr代币2017年暴涨DeepSeek回答的挺好的。</span></section><section style="text-align: center;" nodeleaf=""><img class="rich_pages wxw-img js_insertlocalimg" data-imgfileid="100002385" data-ratio="0.6240740740740741" data-s="300,640" type="block" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=f53c2937&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRVj1QH45zNeOUGgqJR5LRhVntiakYLWrVvh5T98mIqD0F0fWDgyqWfbHHicsHcSCo7XKOU4Gjse4EtQ%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></section><p style="display: none;"><mp-style-type data-value="3"></mp-style-type></p>



<p><a href="2247486034">阅读原文</a></p>
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      <pubDate>Mon, 03 Feb 2025 12:08:00 +0800</pubDate>
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      <title>开发记录历史价格走势功能</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486023&amp;idx=1&amp;sn=c7156c3cd14834361f28a4365b3b321c</link>
      <description></description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2024-09-15 10:07</span> <span style="display: inline-block;">江西</span>
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<p></p>



<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=e0dd8ac4&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWk1P5vlxQDLyeVfZnUvySnI5g72pTTKmP3sdIm5uAj4JJIAPEiacpVR6K6D9ADeekLuF8DxdP31PQ%2F0%3Fwx_fmt%3Djpeg"/>
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<p><img class="rich_pages wxw-img" data-imgfileid="100002370" data-ratio="0.5814814814814815" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=9196e808&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRWk1P5vlxQDLyeVfZnUvySnF4ggFVmbtMwrQqE8pibfHYXlEeEx7aaXY2IEn341s3oAmehs5Kia8gVA%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p><img class="rich_pages wxw-img" data-imgfileid="100002371" data-ratio="0.6601851851851852" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=40962a65&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRWk1P5vlxQDLyeVfZnUvySnmwejvZ9vP4FzKVnNCmy3ud8nhWIPMaBTJkoINL6hvg8WCPbLXlQnfg%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p><br/></p><p style="display: none;"><mp-style-type data-value="3"></mp-style-type></p>



<p><a href="2247486023">阅读原文</a></p>
<p><a href="https://wechat2rss.xlab.app/link-proxy/?k=129edb79&amp;r=1&amp;u=https%3A%2F%2Fmp.weixin.qq.com%2Fs%3F__biz%3DMzU3NDY1NTYyOQ%3D%3D%26mid%3D2247486023%26idx%3D1%26sn%3Dc7156c3cd14834361f28a4365b3b321c%26subscene%3D0">跳转微信打开</a></p>
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      <pubDate>Sun, 15 Sep 2024 10:07:00 +0800</pubDate>
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      <title>回测工具开发记录</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486017&amp;idx=1&amp;sn=8242a1d6ab6d707381aeba80be826b6b</link>
      <description></description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2024-09-08 07:52</span> <span style="display: inline-block;">江西</span>
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<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=f8acaaf0&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWvjH5aYUib2J2NiaVQw2g1XrOkgM2f1BHyZLybhSCqOVPML25ib6ykVLWoWUsedrfazEWThIAljicvIA%2F0%3Fwx_fmt%3Djpeg"/>
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<p><img class="rich_pages wxw-img" data-imgfileid="100002363" data-ratio="0.5166666666666667" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=64cd0cb6&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRWvjH5aYUib2J2NiaVQw2g1XrBezggia0kdibC9JKZtQRMoIcJMwjU27pesg8GUnlRjFAiaESuEJeeeJaw%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p><br/></p><p><img class="rich_pages wxw-img" data-imgfileid="100002364" data-ratio="0.5194444444444445" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=f31a7e9d&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRWvjH5aYUib2J2NiaVQw2g1XribpKp9D6ZK1JBENhn5soWaGh7UspE520kj0M6V6bOOSC45m3DLX4d1Q%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p><img class="rich_pages wxw-img" data-imgfileid="100002365" data-ratio="0.2462962962962963" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=1f749cc7&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRWvjH5aYUib2J2NiaVQw2g1XruQ7a7qCOpiaHOuibcl9RWt8ibHEpnJxA0rYIPrDggicP5pAkowQCPiaLHUw%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p>导入了AAVE/USDT的部分数据测试，查询数据根据提交的年份月份和日期查询当天的历史数据，后面想怎么弄策略跑一下数据。<br/></p><p style="display: none;"><mp-style-type data-value="3"></mp-style-type></p>



<p><a href="2247486017">阅读原文</a></p>
<p><a href="https://wechat2rss.xlab.app/link-proxy/?k=8ddbbdf4&amp;r=1&amp;u=https%3A%2F%2Fmp.weixin.qq.com%2Fs%3F__biz%3DMzU3NDY1NTYyOQ%3D%3D%26mid%3D2247486017%26idx%3D1%26sn%3D8242a1d6ab6d707381aeba80be826b6b%26subscene%3D0">跳转微信打开</a></p>
]]></content:encoded>
      <pubDate>Sun, 08 Sep 2024 07:52:00 +0800</pubDate>
    </item>
    <item>
      <title>加密货币量化回测工具开发记录</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486010&amp;idx=1&amp;sn=d095d813687760f76a1fa85723348cb2</link>
      <description>还没导入k线数据，继续在测试。</description>
      <content:encoded><![CDATA[<p>
原创 <span></span> <span>2024-09-03 22:30</span> <span style="display: inline-block;">江西</span>
</p>

<p>还没导入k线数据，继续在测试。</p>



<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=57e1b9f1&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRX1PMM2QQuGvicLXZyo0kKj4sIbpiaunPGuUORibtUStHXJVd9PicIn8YibicdC69npGF8wuFmg5EPtWxSw%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<div class="share_notice" id="js_common_share_desc_wrap"><div class="weui-ellipsis__text__wrp"><span id="js_common_share_desc" class="weui-ellipsis__text"></span></div>
         
        </div>
        




<p><a href="https://wechat2rss.xlab.app/link-proxy/?k=e7ac978e&amp;r=1&amp;u=https%3A%2F%2Fmp.weixin.qq.com%2Fs%3F__biz%3DMzU3NDY1NTYyOQ%3D%3D%26mid%3D2247486010%26idx%3D1%26sn%3Dd095d813687760f76a1fa85723348cb2%26subscene%3D0">跳转微信打开</a></p>
]]></content:encoded>
      <pubDate>Tue, 03 Sep 2024 22:30:00 +0800</pubDate>
    </item>
    <item>
      <title>加密货币量化回测工具</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247486004&amp;idx=1&amp;sn=87e188e5e85b0660f2e4ddc85059e48d</link>
      <description>继续折腾一下我觉得还是写成网页访问最好，通过公开的加密货币k线数据去写一些分析功能。</description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2024-09-02 21:47</span> <span style="display: inline-block;">江西</span>
</p>

<p>继续折腾一下我觉得还是写成网页访问最好，通过公开的加密货币k线数据去写一些分析功能。</p>
<p></p>



<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=a065a31f&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRWVPFENrjpLUI2olJFAohQneKZkRsULtAUQB2qvr7sGexcxSUibU3KkCfd9viaWL88lWDA7N9l6SgkQ%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<p style="text-align: center;"><img class="rich_pages wxw-img" data-galleryid="" data-imgfileid="100002352" data-ratio="0.6981481481481482" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=ae7a1f71&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRWVPFENrjpLUI2olJFAohQnWajqJ3kSeDG7diamJXymtxicSvJiaEajUQnSqMEDOlvQPHrR21rcvspKw%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p>继续折腾一下我觉得还是写成网页访问最好，通过公开的加密货币k线数据去写一些分析功能。</p><p style="display: none;"><mp-style-type data-value="3"></mp-style-type></p>



<p><a href="2247486004">阅读原文</a></p>
<p><a href="https://wechat2rss.xlab.app/link-proxy/?k=97a533dc&amp;r=1&amp;u=https%3A%2F%2Fmp.weixin.qq.com%2Fs%3F__biz%3DMzU3NDY1NTYyOQ%3D%3D%26mid%3D2247486004%26idx%3D1%26sn%3D87e188e5e85b0660f2e4ddc85059e48d%26subscene%3D0">跳转微信打开</a></p>
]]></content:encoded>
      <pubDate>Mon, 02 Sep 2024 21:47:00 +0800</pubDate>
    </item>
    <item>
      <title>加密货币量化分析学习记录一</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247485999&amp;idx=1&amp;sn=03cd79c311dc65f26b7bb7ccf1df70c5</link>
      <description>个人理解如果在一个市场挣不到钱何不换个市场,加密货币属于虚拟经济,特点是市场多样性比如币种多,获利机会多。</description>
      <content:encoded><![CDATA[<p>
<span></span> <span>2024-08-26 17:11</span> <span style="display: inline-block;">江西</span>
</p>

<p>个人理解如果在一个市场挣不到钱何不换个市场,加密货币属于虚拟经济,特点是市场多样性比如币种多,获利机会多。</p>
<p></p>



<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=56df6dc0&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRUWC1lGUzQh04vmYQzVGQuI74XTCWhVhQtlVyIVcEYMAAgFZhz8NLiaBIBqAd28t7eMD16eKWBF79g%2F0%3Fwx_fmt%3Djpeg"/>
</p>


<p><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">个人理解如果在一个市场挣不到钱何不换个市场</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">,</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">加密货币属于虚拟经济</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">,</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">特点是市场多样性比如币种多</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">,</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">获利机会多。</span><br/></p><p>当然加密货币属于投资你也可以认为是生意,生意就是一买一卖，能获利,能在市场挣到钱懂的交易谋生。</p><p><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">加密货币一些基础知识</span><br/></p><p><strong>选择交易平台比如币安www.binance.com</strong><o:p></o:p></p><p>需要了解行情当前市场存在交易的币种信息，投资者需要了解选择的币种信息等等。</p><p style="text-align: center;"><img class="rich_pages wxw-img js_insertlocalimg" data-imgfileid="100002339" data-ratio="0.5462962962962963" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=4e85c79a&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRUWC1lGUzQh04vmYQzVGQuIr1LFiaLpEVAGN5Q9SjC78CtExGxoLnVHc8BF2mC0TNTibU9R1w2VSjWw%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p>比如我想对AAVE/USDT币种进行量化研究看看是否可以在这个市场挣到钱。<span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p style="text-align: center;"><img class="rich_pages wxw-img js_insertlocalimg" data-imgfileid="100002340" data-ratio="0.5166666666666667" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=feb01760&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRUWC1lGUzQh04vmYQzVGQuIpvpBRpJgIohicdibWEDe513mtRicfBapWz47XuXRZDtThsnruUb8aXtAA%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p>通过chatgpt4.0了解AAVE/USDT<br/></p><p style="text-align: center;"><img class="rich_pages wxw-img js_insertlocalimg" data-imgfileid="100002341" data-ratio="0.9444444444444444" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=d3f817e1&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRUWC1lGUzQh04vmYQzVGQuISFnNeTzzqnequ7CgLQF0C2SJkvy0hxW9pn4dyibicMNliabxNz8YnQuIA%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p><strong>了解完之后就是研究AAVE/USDT的K线历史行情数据</strong><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;"></span></p><p>K线（又称蜡烛图）历史数据是金融市场中广泛使用的一种数据格式,用于表示资产在特定时间段内的价格走势。K线数据通常包括开盘价、收盘价、最高价、最低价和成交量等信息,可以用于技术分析和交易策略开发。<o:p></o:p></p><p>加密货币量化分析是一种利用数学模型、算法和计算机程序，通过分析历史价格、成交量、链上数据等,来制定自动化交易策略,识别市场机会,并优化投资决策。</p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p><strong>我个人理解的一些投资策略</strong><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p>单项操作低价买入高价卖出</p><p><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">我只选择现货交易</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">,</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">因为没有杠杆所以不会归零</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">,</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">只有币的市场价值没有了才会归零</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">,</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">只要能涨就不会。</span><br/></p><p>日内交易（Day Trading）是一种短期交易策略,交易者在同一交易日内买入和卖出金融资产,通常不持仓过夜。日内交易者通过捕捉市场的短期价格波动获利,交易时间范围通常从几秒钟到几小时不等。日内交易广泛应用于股票、期货、外汇和加密货币市场,要求交易者具备快速决策能力、良好的市场分析技巧以及严格的风险管理策略。的技术。它旨在通过数据驱动的方法,在高波动性市场中实现稳定的收益。制定自动化交易策略,识别市场机会,并优化投资决策的技术。它旨在通过数据驱动的方法，在高波动性市场中实现稳定的收益。<span style="font-family: 宋体;font-size: 10.5pt;letter-spacing: 0.034em;"></span></p><p><strong>回测AAVE/USDT k线历史行情数据</strong><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">通过币安</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">API</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">获取</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">AAVE/USDT k</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">线历史行情数据</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">,</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">我下载</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">AAVE/USDT 2024.8.19</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">号的</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">k</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">线数据</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">细粒度是精确到</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">3</span><span style="font-size: var(--articleFontsize);letter-spacing: 0.034em;">分钟。</span></p><p style="text-align: center;"><img class="rich_pages wxw-img js_insertlocalimg" data-imgfileid="100002343" data-ratio="0.524074074074074" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=d4c493d1&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRUWC1lGUzQh04vmYQzVGQuITqQE99BAj6Wzpzuo9wcvHhvOicbhjFy2c0huEgrvn7FnUoCZdLUMYnA%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p>下载完数据AAVEUSDT-3m-2024-08-19.csv需要了解里面的数据格式。</p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li></ul><pre class="code-snippet__js" data-lang="perl"><code><span class="code-snippet_outer">Open_time开盘时间 </span></code><code><span class="code-snippet_outer"><span class="code-snippet__keyword">open</span>开盘价 </span></code><code><span class="code-snippet_outer">high最高价 </span></code><code><span class="code-snippet_outer">low最低价 </span></code><code><span class="code-snippet_outer"><span class="code-snippet__keyword">close</span>收盘价</span></code><code><span class="code-snippet_outer">volume成交量 </span></code><code><span class="code-snippet_outer">close_timeK线图收盘时间（unix格式） </span></code><code><span class="code-snippet_outer">quote_volume报价币成交量 </span></code><code><span class="code-snippet_outer">count成单数 </span></code><code><span class="code-snippet_outer">taker_buy_volume在此期间吃单方买入的基础币数量 </span></code><code><span class="code-snippet_outer">taker_buy_quote_volume在此期间吃单方买入的报价币数量</span></code><code><span class="code-snippet_outer">ignore忽略</span></code></pre></section><p>通过python解析数据进行买入卖出交易信号策略测试,计算移动平均线SMA参考的数据是收盘价格数据，1个时间段 = 15分钟。</p><p><strong style="font-size: var(--articleFontsize);letter-spacing: 0.034em;"><span style="mso-spacerun:&#39;yes&#39;;font-family:Calibri;mso-fareast-font-family:宋体;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;">1. <span style="font-family:宋体;">计算移动平均线 </span>(SMA)</span></strong></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:Calibri;mso-fareast-font-family:宋体;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:宋体;">在你的代码中，使用了两个不同的移动平均线</span> (SMA)<span style="font-family:宋体;">：</span></span><span style="mso-spacerun:&#39;yes&#39;;font-family:Calibri;mso-fareast-font-family:宋体;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:Calibri;mso-fareast-font-family:宋体;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;">SMA_short: <span style="font-family:宋体;">这是一个短期移动平均线，使用了过去</span><span style="font-family:Calibri;">3</span><span style="font-family:宋体;">个时间段的收盘价来计算。</span></span><span style="mso-spacerun:&#39;yes&#39;;font-family:Calibri;mso-fareast-font-family:宋体;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:Calibri;mso-fareast-font-family:宋体;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;">SMA_long: <span style="font-family:宋体;">这是一个长期移动平均线，使用了过去</span><span style="font-family:Calibri;">15</span><span style="font-family:宋体;">个时间段的收盘价来计算。</span></span><span style="mso-spacerun:&#39;yes&#39;;font-family:Calibri;mso-fareast-font-family:宋体;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li><li></li></ul><pre class="code-snippet__js" data-lang="kotlin"><code><span class="code-snippet_outer"><span class="code-snippet__keyword">data</span>[<span class="code-snippet__string">&#39;SMA_short&#39;</span>] = <span class="code-snippet__keyword">data</span>[<span class="code-snippet__string">&#39;Close&#39;</span>].rolling(window=<span class="code-snippet__number">3</span>).mean()</span></code><code><span class="code-snippet_outer"><span class="code-snippet__keyword">data</span>[<span class="code-snippet__string">&#39;SMA_long&#39;</span>] = <span class="code-snippet__keyword">data</span>[<span class="code-snippet__string">&#39;Close&#39;</span>].rolling(window=<span class="code-snippet__number">15</span>).mean()</span></code></pre></section><p><strong style="font-size: var(--articleFontsize);letter-spacing: 0.034em;"><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:Calibri;">2. </span>生成买入和卖出信号</span></strong><br/></p><p><span style="font-family: 宋体;font-size: 10.5pt;letter-spacing: 0.034em;">买入和卖出信号的生成基于两个移动平均线之间的关系：</span><br/></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:宋体;">买入信号</span> <span style="font-family:Calibri;">(Signal = 1): </span><span style="font-family:宋体;">当短期移动平均线（</span><span style="font-family:Calibri;">SMA_short</span><span style="font-family:宋体;">）穿过并高于长期移动平均线（</span><span style="font-family:Calibri;">SMA_long</span><span style="font-family:宋体;">）时生成。</span></span><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:宋体;">卖出信号</span> <span style="font-family:Calibri;">(Signal = 0): </span><span style="font-family:宋体;">当短期移动平均线低于长期移动平均线时生成。</span></span><span style="mso-spacerun:&#39;yes&#39;;font-family:Calibri;mso-fareast-font-family:宋体;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li><li></li><li></li><li></li></ul><pre class="code-snippet__js" data-lang="kotlin"><code><span class="code-snippet_outer"><span class="code-snippet__keyword">data</span>[<span class="code-snippet__string">&#39;Signal&#39;</span>] = <span class="code-snippet__number">0</span></span></code><code><span class="code-snippet_outer"><span class="code-snippet__keyword">data</span>.iloc[<span class="code-snippet__number">3</span>:, <span class="code-snippet__keyword">data</span>.columns.get_loc(<span class="code-snippet__string">&#39;Signal&#39;</span>)] = np.<span class="code-snippet__keyword">where</span>(</span></code><code><span class="code-snippet_outer">    <span class="code-snippet__keyword">data</span>[<span class="code-snippet__string">&#39;SMA_short&#39;</span>].iloc[<span class="code-snippet__number">3</span>:] &gt; <span class="code-snippet__keyword">data</span>[<span class="code-snippet__string">&#39;SMA_long&#39;</span>].iloc[<span class="code-snippet__number">3</span>:], <span class="code-snippet__number">1</span>, <span class="code-snippet__number">0</span></span></code><code><span class="code-snippet_outer">)</span></code></pre></section><p><strong style="font-size: var(--articleFontsize);letter-spacing: 0.034em;"><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:Calibri;">3. </span>生成交易信号</span></strong><br/></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:Calibri;">Position </span><span style="font-family:宋体;">列通过计算 </span><span style="font-family:Calibri;">Signal </span><span style="font-family:宋体;">的差值来生成交易信号：</span></span><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:Calibri;">Position = 1: </span><span style="font-family:宋体;">表示买入操作。它表示在当前时间点有一个买入信号（即短期均线刚刚突破长期均线）。</span></span><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:Calibri;">Position = -1: </span><span style="font-family:宋体;">表示卖出操作。它表示在当前时间点有一个卖出信号（即短期均线刚刚跌破长期均线）。</span></span><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:Calibri;">Position = 0: </span><span style="font-family:宋体;">表示保持现有持仓，不进行买入或卖出。</span></span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li></ul><pre class="code-snippet__js" data-lang="kotlin"><code><span class="code-snippet_outer"><span class="code-snippet__keyword">data</span>[<span class="code-snippet__string">&#39;Position&#39;</span>] = <span class="code-snippet__keyword">data</span>[<span class="code-snippet__string">&#39;Signal&#39;</span>].diff()</span></code></pre></section><p><strong style="font-size: var(--articleFontsize);letter-spacing: 0.034em;"><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:Calibri;">4. </span>回测过程</span></strong><br/></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;">在回测过程中，根据交易信号的变化来决定何时买入或卖出：</span><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:宋体;">买入操作</span><span style="font-family:Calibri;">: </span><span style="font-family:宋体;">如果 </span><span style="font-family:Calibri;">Position = 1 </span><span style="font-family:宋体;">并且有可用的现金，则全仓买入。</span></span><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:宋体;">卖出操作</span><span style="font-family:Calibri;">: </span><span style="font-family:宋体;">如果 </span><span style="font-family:Calibri;">Position = -1 </span><span style="font-family:宋体;">并且当前持有资产，则全仓卖出。</span></span><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li><li></li></ul><pre class="code-snippet__js" data-lang="kotlin"><code><span class="code-snippet_outer"><span class="code-snippet__keyword">for</span> i <span class="code-snippet__keyword">in</span> range(<span class="code-snippet__number">1</span>, len(<span class="code-snippet__keyword">data</span>)):</span></code><code><span class="code-snippet_outer">    <span class="code-snippet__keyword">if</span> <span class="code-snippet__keyword">data</span>.iloc[i][<span class="code-snippet__string">&#39;Position&#39;</span>] == <span class="code-snippet__number">1</span>:  # 买入信号</span></code><code><span class="code-snippet_outer">        <span class="code-snippet__keyword">if</span> cash &gt; <span class="code-snippet__number">0</span>:</span></code><code><span class="code-snippet_outer">            holding = cash / <span class="code-snippet__keyword">data</span>.iloc[i][<span class="code-snippet__string">&#39;Close&#39;</span>]</span></code><code><span class="code-snippet_outer">            cash = <span class="code-snippet__number">0</span></span></code><code><span class="code-snippet_outer">    elif <span class="code-snippet__keyword">data</span>.iloc[i][<span class="code-snippet__string">&#39;Position&#39;</span>] == -<span class="code-snippet__number">1</span>:  # 卖出信号</span></code><code><span class="code-snippet_outer">        <span class="code-snippet__keyword">if</span> holding &gt; <span class="code-snippet__number">0</span>:</span></code><code><span class="code-snippet_outer">            cash = holding * <span class="code-snippet__keyword">data</span>.iloc[i][<span class="code-snippet__string">&#39;Close&#39;</span>]</span></code><code><span class="code-snippet_outer">            holding = <span class="code-snippet__number">0</span></span></code><code><span class="code-snippet_outer"><br/></span></code></pre></section><p><strong><span style="font-size: 10.5pt;letter-spacing: 0.034em;font-family: Calibri;">5. </span><span style="font-family: 宋体;font-size: 10.5pt;letter-spacing: 0.034em;">策略分析</span></strong><span style="font-family: 宋体;font-size: 10.5pt;letter-spacing: 0.034em;"></span><br/></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:宋体;">这个策略的核心思想是</span><span style="font-family:宋体;">“均线交叉策略”。它试图通过判断短期价格趋势相对于长期趋势的变化，来捕捉市场的趋势反转点。</span></span><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:宋体;">优点</span><span style="font-family:Calibri;">: </span><span style="font-family:宋体;">这种策略相对简单，适合捕捉大趋势。它能帮助避免在市场横盘整理时频繁交易。</span></span><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><o:p></o:p></span></p><p><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:宋体;">缺点</span><span style="font-family:Calibri;">: </span><span style="font-family:宋体;">在震荡市中可能会出现多次虚假信号，导致频繁的交易和潜在的亏损。策略中没有考虑交易成本、滑点和其他市场影响因素。</span></span></p><p><strong>跑的结果分析</strong><span style="mso-spacerun:&#39;yes&#39;;font-family:宋体;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;font-size:10.5000pt;mso-font-kerning:1.0000pt;"><span style="font-family:宋体;"><br/></span></span></p><p>开始跑一下历史数据可以看到，initial cash是初始现金,Final Portfolio value是初始现金加上的盈利的钱,return 回报率。<br/></p><section class="code-snippet__fix code-snippet__js"><ul class="code-snippet__line-index code-snippet__js"><li></li><li></li><li></li></ul><pre class="code-snippet__js" data-lang="properties"><code><span class="code-snippet_outer"><span class="code-snippet__attr">Initial</span> <span class="code-snippet__string">Cash: 10000</span></span></code><code><span class="code-snippet_outer"><span class="code-snippet__attr">Final</span> <span class="code-snippet__string">Portfolio Value: 10524.922975089346</span></span></code><code><span class="code-snippet_outer"><span class="code-snippet__attr">Return</span>: <span class="code-snippet__string">5.25%</span></span></code></pre></section><p style="text-align: center;"><img class="rich_pages wxw-img" data-galleryid="" data-imgfileid="100002348" data-ratio="0.5462962962962963" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=8e87f52f&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRUWC1lGUzQh04vmYQzVGQuIiaqEQxoNPuL7BF8gFRichWjPl5EoN5eA60LToxkriaj4HukYCGHgYt27g%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p>可以看到通过策略捕捉的价格上涨信号进行买入，也有一些虚假的信号进行买入了，这只是通过历史行情数据复盘，实盘复盘需要考虑的比较多，具体还要参考每天市场行情策略不一定适用。</p><p><img class="rich_pages wxw-img" data-imgfileid="100002349" data-ratio="0.6861111111111111" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=42e412ef&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRUWC1lGUzQh04vmYQzVGQuIMPc8A5VJXgm2zDs59icl39yL0wTeEy9Mk67VTQDcr36t6BTVuGGne9w%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p><img class="rich_pages wxw-img" data-imgfileid="100002350" data-ratio="0.7231481481481481" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=d860f979&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRUWC1lGUzQh04vmYQzVGQuI331eTLSD3VDHql4oibp9ueGMSIONoexefStIsCicaDXcVKMzAVtZu7CA%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p><br/></p><p style="display: none;"><mp-style-type data-value="3"></mp-style-type></p>



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      <pubDate>Mon, 26 Aug 2024 17:11:00 +0800</pubDate>
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<span></span> <span>2024-07-22 21:17</span> <span style="display: inline-block;">广东</span>
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<img src="https://wechat2rss.xlab.app/img-proxy/?k=61c8f7d3&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRVDvLuD5mKJkrwYbl0UVMLQgAMkXSdYN1ecrkibGY87ic2z5yJHouPGtpBzzrWhKllW470Zdw47mKRw%2F0%3Fwx_fmt%3Djpeg"/>
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<p>之前看过一篇文章，讲抓木马这块。</p><section><section style="display: inline-block;"><img data-ratio="1.2962962962962963" data-w="1080" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=57cd5eba&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRVDvLuD5mKJkrwYbl0UVMLQKZN9U1y1aBqbdKicj5fpVJu0ryRbKaYXTCAicwyjQW03ic7PSvXNWMpUA%2F640%3Fwx_fmt%3Djpeg"/></section></section><p>来了解一下复杂之眼EDR的异常HASH的聚合计数排行榜，出现行为有异常的，会把哈希提示出来排序，出现异常行为就是有问题，需要排查机器了。上面截图讲的策略，一个应用程序只在客户机器上运行一次，在全网别的机器上从来没运行过没有痕迹说明存在问题的可能性很大，从复杂之眼EDR上可以做基于遥测数据，<span style="background-color: transparent;caret-color: var(--weui-BRAND);letter-spacing: 0.034em;">新发现的应用程序提示功能，客户机器上跑了什么程序会进行排序计数，可以进行威胁情报的研判。</span></p><section><section style="display: inline-block;"><img data-ratio="0.46153846153846156" data-w="2340" data-type="jpg" src="https://wechat2rss.xlab.app/img-proxy/?k=a7710420&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRVDvLuD5mKJkrwYbl0UVMLQrISmMFEyRNNeiasibnEPKdw6rpUrDw5ctsVIFFv1mnrDX9HDwCLIFt8w%2F640%3Fwx_fmt%3Djpeg"/></section></section><p><br/></p><p style="display: none;"><mp-style-type data-value="10000"></mp-style-type></p>



<p><a href="2247485986">阅读原文</a></p>
<p><a href="https://wechat2rss.xlab.app/link-proxy/?k=333e6b6c&amp;r=1&amp;u=https%3A%2F%2Fmp.weixin.qq.com%2Fs%3F__biz%3DMzU3NDY1NTYyOQ%3D%3D%26mid%3D2247485986%26idx%3D1%26sn%3D0667b9a3c9ed0c10f1dc9411bb1430df%26subscene%3D0">跳转微信打开</a></p>
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      <pubDate>Mon, 22 Jul 2024 21:17:00 +0800</pubDate>
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      <title>遥测数据转发功能</title>
      <link>https://mp.weixin.qq.com/s?__biz=MzU3NDY1NTYyOQ==&amp;mid=2247485975&amp;idx=1&amp;sn=0e2b010d11085a58a1343dbc0c42446d</link>
      <description>复杂之眼提供遥测数据转发功能，客户组织机构下安装复杂之眼EDR,客户可以自己挖掘其网络中是否存在高级威胁行为体</description>
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<span></span> <span>2024-07-10 14:02</span> <span style="display: inline-block;">广东</span>
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<p>复杂之眼提供遥测数据转发功能，客户组织机构下安装复杂之眼EDR,客户可以自己挖掘其网络中是否存在高级威胁行为体</p>
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<p>
<img src="https://wechat2rss.xlab.app/img-proxy/?k=6b5121c5&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FHnRv913TtRXEH9V6EdEGwDpVnFePKEGhhq4e0YmXAIIlypb0d9apR8tZCyJ3oiaTZE3AVcLvyVuwxouAZwHuVnA%2F0%3Fwx_fmt%3Djpeg"/>
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<p><span style="letter-spacing: 0.578px;text-wrap: wrap;">复杂之眼</span><span style="letter-spacing: 0.578px;text-wrap: wrap;">提供</span><span style="letter-spacing: 0.578px;text-wrap: wrap;">遥测数据转发功能，</span>客户组织机构下安装复杂之眼EDR,客户可以自己挖掘其网络中是否存在高级威胁行为体的活动。</p><p><strong>已检测到的威胁</strong><br/></p><p style="text-align: center;"><img class="rich_pages wxw-img" data-galleryid="" data-imgfileid="100002321" data-ratio="0.5092592592592593" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=ad69bba3&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRXEH9V6EdEGwDpVnFePKEGhibwoX05QYnoVxRib19PLwagDs97G2R9gnJkVn6B9nzpZIniaMwvefjxcw%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p><strong><strong style="letter-spacing: 0.578px;text-wrap: wrap;">已</strong>检测到的事件</strong></p><p style="text-align: center;"><img class="rich_pages wxw-img" data-galleryid="" data-imgfileid="100002322" data-ratio="0.512962962962963" data-s="300,640" style="width: 578px;height: 296px;" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=e02f1220&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRXEH9V6EdEGwDpVnFePKEGhqPe4fUiarKTTF27LjH6EUeBvC0Pb8x0oQ0C0kcoekGotLyl8M9SThicg%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p><strong>遥测数据查询事件猎手</strong></p><p style="text-align: center;"><img class="rich_pages wxw-img" data-galleryid="" data-imgfileid="100002323" data-ratio="0.5101851851851852" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=160729c7&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRXEH9V6EdEGwDpVnFePKEGh6AEAk7h59RgI6dyJzOA8lpY5uqUrbCIH4mYhiaKwb0a8uLxym0jyulQ%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p><span style="letter-spacing: 0.578px;text-wrap: wrap;">客户组织机构下积累的</span><span style="letter-spacing: 0.578px;text-wrap: wrap;">全网</span><span style="letter-spacing: 0.578px;text-wrap: wrap;">终端</span><span style="letter-spacing: 0.578px;text-wrap: wrap;">数据，</span><strong>威胁数据</strong>、<strong>事件数据</strong>、<strong>遥测数据</strong>都可以通过<strong>遥测数据转发功能</strong>转发到客户自己的存储服务器上，进行人工分析挖掘客户网络中是否存在高级威胁行为体的攻击链路。</p><p style="text-align: center;"><img class="rich_pages wxw-img" data-galleryid="" data-imgfileid="100002324" data-ratio="0.5083333333333333" data-s="300,640" style="" data-type="png" data-w="1080" src="https://wechat2rss.xlab.app/img-proxy/?k=0e728a26&amp;u=https%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_png%2FHnRv913TtRXEH9V6EdEGwDpVnFePKEGhobVqiaer7Qfml5z2Anwx6hSVoNfO2Za5xePmS7PEEiaUNgbWTVZHIFeQ%2F640%3Fwx_fmt%3Dpng%26from%3Dappmsg"/></p><p><br/></p><p style="display: none;"><mp-style-type data-value="3"></mp-style-type></p>



<p><a href="2247485975">阅读原文</a></p>
<p><a href="https://wechat2rss.xlab.app/link-proxy/?k=06490368&amp;r=1&amp;u=https%3A%2F%2Fmp.weixin.qq.com%2Fs%3F__biz%3DMzU3NDY1NTYyOQ%3D%3D%26mid%3D2247485975%26idx%3D1%26sn%3D0e2b010d11085a58a1343dbc0c42446d%26subscene%3D0">跳转微信打开</a></p>
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      <pubDate>Wed, 10 Jul 2024 14:02:00 +0800</pubDate>
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