<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>GLM on 苏然的个人博客</title><link>https://hugo2026-zi9ovgwy.edgeone.dev/tags/glm/</link><description>Recent content in GLM on 苏然的个人博客</description><generator>Hugo</generator><language>zh-CN</language><lastBuildDate>Fri, 14 Aug 2026 13:00:00 +0800</lastBuildDate><atom:link href="https://hugo2026-zi9ovgwy.edgeone.dev/tags/glm/index.xml" rel="self" type="application/rss+xml"/><item><title>GLM-5.3 发布：一次关于后训练的坦白</title><link>https://hugo2026-zi9ovgwy.edgeone.dev/posts/glm-53-yi-ci-guan-yu-hou-xun-lian-de-jie-shi/</link><pubDate>Fri, 14 Aug 2026 13:00:00 +0800</pubDate><guid>https://hugo2026-zi9ovgwy.edgeone.dev/posts/glm-53-yi-ci-guan-yu-hou-xun-lian-de-jie-shi/</guid><description>&lt;style&gt;
 /* ===== 本文排版：终端发布日志 · 墨黑信号 ===== */
 .gs-body { letter-spacing: .01em; }

 /* —— 文章标题：等宽加粗 + 底部双线，收敛黑色 —— */
 .post h1,
 .pinned-title a {
 font-family: ui-monospace, "Cascadia Mono", Consolas, monospace;
 font-weight: 800;
 letter-spacing: .04em;
 color: #111;
 }
 .post h1 {
 font-size: 1.6rem;
 line-height: 1.45;
 display: inline-block;
 padding-bottom: .5rem;
 border-bottom: 3px double #111;
 margin-bottom: .6rem;
 }
 .pinned-title a { text-decoration: none; }
 .pinned-title a:hover { color: #111; }

 /* —— 终端命令行块 —— */
 .gs-term {
 margin: 1.6rem 0 2rem;
 padding: .9rem 1.1rem;
 background: #111;
 border-radius: 6px;
 font-family: ui-monospace, "Cascadia Mono", Consolas, monospace;
 font-size: .9rem;
 line-height: 1.9;
 color: #d8d8d8;
 overflow-x: auto;
 }
 .gs-term .gs-p { color: #79c0ff; }
 .gs-term .gs-ok { color: #8ce99a; }
 .gs-term .gs-warn { color: #ffd166; }

 /* —— 引言：左侧黑竖线 —— */
 .gs-ink {
 margin: 1.6rem 0 2rem;
 padding: .35rem 0 .35rem 1.2rem;
 border-left: 4px solid #111;
 color: var(--fg-dim);
 font-size: .98rem;
 line-height: 1.85;
 }
 .gs-ink b { color: #111; font-weight: 800; }

 /* —— 章节标题：等宽编号 + 下划线 —— */
 .gs-sec {
 display: flex;
 align-items: baseline;
 gap: .7rem;
 margin: 2.8rem 0 1.2rem;
 padding-bottom: .5rem;
 border-bottom: 1px solid var(--line);
 }
 .gs-sec .gs-no {
 font-family: ui-monospace, Consolas, monospace;
 font-size: .76rem;
 font-weight: 800;
 letter-spacing: .08em;
 color: #fff;
 background: #111;
 border-radius: 3px;
 padding: .1em .55em;
 flex: 0 0 auto;
 }
 .gs-sec b {
 font-family: ui-monospace, "Cascadia Mono", Consolas, monospace;
 font-size: 1.05rem;
 font-weight: 800;
 color: #111;
 letter-spacing: .04em;
 }

 /* —— 重点标注：纸上信号笔，黑底灰 —— */
 .gs-hl {
 background: linear-gradient(transparent 55%, rgba(17, 17, 17, .22) 55%);
 color: #111;
 font-weight: 800;
 padding: 0 .15em;
 border-radius: 2px;
 }
 .gs-key { color: #111; font-weight: 800; }
 .gs-dim { color: #8a94a6; }

 /* —— 关键数字行：等宽小排 —— */
 .gs-fig {
 margin: 1.4rem 0 1.8rem;
 padding: 0;
 list-style: none;
 font-family: ui-monospace, Consolas, monospace;
 font-size: .94rem;
 line-height: 2.1;
 color: var(--fg-dim);
 }
 .gs-fig li { padding-left: 1.4rem; position: relative; }
 .gs-fig li::before {
 content: "»";
 position: absolute;
 left: 0;
 color: #111;
 font-weight: 800;
 }
 .gs-fig .gs-num { color: #111; font-weight: 800; }

 /* —— 引用批注：灰底细框 —— */
 .gs-quote {
 margin: 1.6rem 0;
 padding: .9rem 1.2rem;
 border: 1px solid var(--line);
 border-left: 4px solid #111;
 border-radius: 0 4px 4px 0;
 background: rgba(17, 17, 17, .05);
 font-size: .94rem;
 line-height: 1.85;
 color: var(--fg-dim);
 }
 .gs-quote b { color: #111; }

 /* —— 结论：黑框反白 —— */
 .gs-concl {
 margin: 2rem 0 1.6rem;
 padding: 1.2rem 1.4rem;
 border: 2px solid #111;
 border-radius: 6px;
 background: rgba(17, 17, 17, .04);
 font-weight: 600;
 line-height: 1.9;
 }
 .gs-concl .gs-concl-name {
 display: inline-block;
 font-family: ui-monospace, Consolas, monospace;
 font-size: .74rem;
 font-weight: 800;
 letter-spacing: .14em;
 color: #fff;
 background: #111;
 border-radius: 3px;
 padding: .1em .7em;
 margin-bottom: .6rem;
 }
 .gs-concl .gs-hl { background: linear-gradient(transparent 55%, rgba(17, 17, 17, .22) 55%); }
&lt;/style&gt;
&lt;div class="gs-term"&gt;
 &lt;span class="gs-p"&gt;$&lt;/span&gt; glm-release --show 5.3&lt;br&gt;
 &lt;span class="gs-ok"&gt;✓&lt;/span&gt; 基座：GLM-5.2（740B+，未更换）&lt;br&gt;
 &lt;span class="gs-ok"&gt;✓&lt;/span&gt; 编程体感：较前代提升 50%&lt;br&gt;
 &lt;span class="gs-ok"&gt;✓&lt;/span&gt; Terminal Bench 3.0：开源第一&lt;br&gt;
 &lt;span class="gs-warn"&gt;!&lt;/span&gt; 多模态：本版本不提供
&lt;/div&gt;
&lt;p class="gs-ink"&gt;
 今天智谱发布了 GLM-5.3。新闻通稿里最扎眼的一句是&lt;b&gt;「基座没变」&lt;/b&gt;。我盯着这四个字看了很久，觉得它比任何"提升 50%"都更值得写。&lt;span class="gs-hl"&gt;一次能力跃迁，靠的不是换头，而是把后训练做长、做深。&lt;/span&gt;这是本文想聊清楚的事。
&lt;/p&gt;</description></item></channel></rss>