https://bml.asia/tags/engineering/ Recent content in Engineering on 苏然的博客 Hugo zh-CN Thu, 17 Sep 2026 04:19:55 +0800 https://bml.asia/posts/ai-tai-qin-kuai-token-bu-gou-yong/ Tue, 18 Aug 2026 15:32:39 +0800 https://bml.asia/posts/ai-tai-qin-kuai-token-bu-gou-yong/ <style> /* ===== 本文排版：Token 计量表（烧钱预警 × 可控冷静）===== */ .tb-hero, .tb-sec b, .tb-burn, .tb-save, .tb-verdict, .tb-fin, .tb-fig { letter-spacing: .01em; } /* —— 标题：等宽描边感（文章页 h1 + 首页置顶标题同步） —— */ .post h1, .pinned-title a { font-family: "Noto Serif SC", "Songti SC", "SimSun", serif; font-weight: 900; letter-spacing: .04em; color: #c2410c; } .post h1 { font-size: 1.7rem; line-height: 1.5; } .pinned-title a { text-decoration: none; } .pinned-title a:hover { color: #c2410c; } /* —— 引言卡：电表盘底色 —— */ .tb-hero { position: relative; margin: 1.4rem 0 2rem; padding: 1.4rem 1.6rem 1.4rem 1.9rem; border-radius: 14px; background: linear-gradient(135deg, rgba(194, 65, 12, .09), rgba(15, 118, 110, .09)), var(--bg); border: 1px solid var(--line); border-left: 5px solid #c2410c; box-shadow: 0 8px 26px rgba(80, 40, 20, .07); } .tb-hero .tb-lead { margin: 0 0 .5rem; font-family: "Noto Serif SC", "Songti SC", serif; font-size: 1.14rem; font-weight: 700; line-height: 1.7; background: linear-gradient(100deg, #c2410c, #0f766e); -webkit-background-clip: text; background-clip: text; color: transparent; } .tb-hero .tb-sub { margin: 0; font-size: .92rem; color: var(--fg-dim); } .tb-tag { display: inline-block; font-family: ui-monospace, Consolas, monospace; font-size: .76em; font-weight: 700; letter-spacing: .08em; color: #c2410c; background: rgba(194, 65, 12, .10); border: 1px solid rgba(194, 65, 12, .32); border-radius: 999px; padding: .14em .7em; margin: 0 .15em .15em 0; } /* —— 章节标题：编号块 + 衬线标题 + 细线 —— */ .tb-sec { display: flex; align-items: baseline; gap: .6rem; margin: 2.6rem 0 1.1rem; } .tb-sec .tb-no { font-family: ui-monospace, Consolas, monospace; font-size: .82rem; font-weight: 800; color: #fff; background: #c2410c; border-radius: 6px; padding: .1em .5em; flex: 0 0 auto; } .tb-sec b { font-size: 1.12rem; font-weight: 800; color: #c2410c; letter-spacing: .04em; } .tb-sec .tb-rule { flex: 1; height: 4px; border-radius: 2px; background: repeating-linear-gradient(90deg, var(--line) 0 8px, transparent 8px 16px); opacity: .8; } /* —— 关键句高亮：朱橙底纹 —— */ .tb-hl { background: linear-gradient(transparent 55%, rgba(194, 65, 12, .26) 55%); color: #c2410c; font-weight: 800; padding: 0 .15em; border-radius: 2px; } .tb-key { color: #c2410c; font-weight: 800; } .tb-dim { color: #8a94a6; } /* —— 烧钱色条 / 可控色条 —— */ .tb-burn { border-left: 4px solid #c2410c; background: rgba(194, 65, 12, .07); border-radius: 0 10px 10px 0; padding: .85rem 1.1rem; margin: 1.3rem 0; color: var(--fg); font-weight: 600; line-height: 1.8; } .tb-burn b { color: #c2410c; } .tb-save { border-left: 4px solid #0f766e; background: rgba(15, 118, 110, .08); border-radius: 0 10px 10px 0; padding: .85rem 1.1rem; margin: 1.3rem 0; color: var(--fg); font-weight: 600; line-height: 1.8; } .tb-save b { color: #0f766e; } /* —— 数字列表：计量读数 —— */ .tb-fig { margin: 1.4rem 0 1.8rem; padding: 0; list-style: none; font-size: .95rem; line-height: 2.1; } .tb-fig li { padding-left: 1.5rem; position: relative; } .tb-fig li::before { content: "⚡"; position: absolute; left: 0; color: #c2410c; font-size: .85em; } .tb-fig .tb-num { color: #c2410c; font-weight: 800; } /* —— 引用批注 —— */ .tb-quote { margin: 1.6rem 0; padding: .9rem 1.2rem; border: 1px solid var(--line); border-left: 4px solid #0f766e; border-radius: 0 4px 4px 0; background: rgba(15, 118, 110, .06); font-size: .94rem; line-height: 1.85; color: var(--fg-dim); } .tb-quote b { color: #0f766e; } /* —— 判断框 —— */ .tb-verdict { margin: 2rem 0 1.6rem; padding: 1.1rem 1.4rem; border-radius: 12px; border: 1px solid transparent; background: linear-gradient(var(--bg), var(--bg)) padding-box, linear-gradient(120deg, #c2410c, #d0873a, #0f766e) border-box; font-weight: 600; line-height: 1.8; } .tb-verdict .tb-verdict-name { display: inline-block; font-size: .76em; font-weight: 800; letter-spacing: .12em; color: #fff; background: linear-gradient(120deg, #c2410c, #d0873a); border-radius: 999px; padding: .1em .7em; margin-bottom: .5rem; } /* —— 结尾大字 —— */ .tb-fin { margin-top: 2.4rem; padding-top: 1.4rem; border-top: 1px dashed var(--line); text-align: center; } .tb-fin .tb-big { display: inline-block; font-family: "Noto Serif SC", "Songti SC", serif; font-size: 1.5rem; font-weight: 800; letter-spacing: .1em; background: linear-gradient(90deg, #c2410c, #d0873a, #0f766e, #c2410c); background-size: 300% 100%; -webkit-background-clip: text; background-clip: text; color: transparent; animation: tb-flow 5s ease-in-out infinite; } @keyframes tb-flow { 0%,100% { background-position: 0% 50%; } 50% { background-position: 100% 50%; } } .tb-fin .tb-small { display: block; margin-top: .5rem; font-size: .86rem; color: var(--fg-dim); } @media (prefers-reduced-motion: reduce) { .tb-fin .tb-big { animation: none; } } </style> <div class="tb-hero"> <p style="margin-bottom:.4rem;"> <span class="tb-tag">TOKEN</span><span class="tb-tag">COST</span><span class="tb-tag">AGENT</span> </p> https://bml.asia/posts/ai-bian-cheng-gong-ju-da-luan-dou/ Sun, 16 Aug 2026 11:50:00 +0800 https://bml.asia/posts/ai-bian-cheng-gong-ju-da-luan-dou/ <style> /* ===== 本文排版：轨道信号（橙 · 蓝 · 紫 多色灯语）===== */ .hd-hero, .hd-sec, .hd-card, .hd-verdict, .hd-flag, .hd-tag, .hd-fin { letter-spacing: .01em; } /* —— 文章标题：黑色（含首页置顶，常态与 hover 一致）—— */ .post h1, .pinned-title a { font-family: "FangSong", "FZFSK", "仿宋", serif; font-weight: 700; letter-spacing: .05em; color: #000; } .post h1 { font-size: 1.75rem; line-height: 1.5; padding-bottom: .5rem; border-bottom: 3px solid #000; margin-bottom: .6rem; } .pinned-title a { text-decoration: none; } .pinned-title a:hover { color: #000; } /* —— 引言卡：橙蓝双色渐变底 —— */ .hd-hero { position: relative; margin: 1.4rem 0 2rem; padding: 1.4rem 1.6rem 1.4rem 1.9rem; border-radius: 14px; background: linear-gradient(135deg, rgba(255, 122, 0, .12), rgba(0, 102, 255, .12)), var(--bg); border: 1px solid var(--line); border-left: 5px solid #ff7a00; box-shadow: 0 8px 26px rgba(60, 50, 40, .07); } .hd-hero .hd-lead { margin: 0 0 .5rem; font-family: "Noto Serif SC", "Songti SC", serif; font-size: 1.16rem; font-weight: 700; line-height: 1.7; color: #1a1a2e; } .hd-hero .hd-lead b { color: #ff7a00; } .hd-hero .hd-lead b.bl { color: #0066ff; } .hd-hero .hd-sub { margin: 0; font-size: .92rem; color: var(--fg-dim); } .hd-hero .hd-sub b { color: #1a1a2e; font-weight: 800; } .hd-tag { display: inline-block; font-family: ui-monospace, Consolas, monospace; font-size: .78em; font-weight: 700; letter-spacing: .08em; color: #ff7a00; background: rgba(255, 122, 0, .10); border: 1px solid rgba(255, 122, 0, .35); border-radius: 999px; padding: .15em .7em; margin: 0 .15em .15em 0; } .hd-tag.blue { color: #0066ff; background: rgba(0, 102, 255, .10); border-color: rgba(0, 102, 255, .35); } .hd-tag.purple { color: #7a2fd0; background: rgba(122, 47, 208, .10); border-color: rgba(122, 47, 208, .35); } /* —— 章节标题：编号色块 + 黑色标题 + 虚线轨道 —— */ .hd-sec { display: flex; align-items: baseline; gap: .6rem; margin: 2.6rem 0 1.1rem; } .hd-sec .hd-no { font-family: ui-monospace, Consolas, monospace; font-size: .82rem; font-weight: 800; color: #fff; background: linear-gradient(135deg, #ff7a00, #ffaa33); border-radius: 6px; padding: .1em .5em; flex: 0 0 auto; } .hd-sec.b .hd-no { background: linear-gradient(135deg, #0066ff, #4d9fff); } .hd-sec.p .hd-no { background: linear-gradient(135deg, #7a2fd0, #a45cff); } .hd-sec b { font-size: 1.12rem; font-weight: 800; color: #000; white-space: nowrap; } .hd-sec .hd-track { flex: 1; height: 4px; border-radius: 2px; background: repeating-linear-gradient(90deg, var(--line) 0 8px, transparent 8px 16px); opacity: .8; } /* —— 关键句：三色高亮 —— */ .hd-o { color: #ff7a00; font-weight: 800; background: linear-gradient(transparent 55%, rgba(255, 122, 0, .18) 55%); padding: 0 .15em; border-radius: 2px; } .hd-bl { color: #0066ff; font-weight: 800; background: linear-gradient(transparent 55%, rgba(0, 102, 255, .15) 55%); padding: 0 .15em; border-radius: 2px; } .hd-pu { color: #7a2fd0; font-weight: 800; background: linear-gradient(transparent 55%, rgba(122, 47, 208, .15) 55%); padding: 0 .15em; border-radius: 2px; } .hd-k { color: #000; font-weight: 800; } /* —— 引用块：橙色左条 —— */ .hd-flag { border-left: 4px solid #ff7a00; background: rgba(255, 122, 0, .07); border-radius: 0 10px 10px 0; padding: .8rem 1.1rem; margin: 1.3rem 0; color: var(--fg); font-weight: 600; } .hd-flag b { color: #ff7a00; } /* —— 判断框：橙蓝紫渐变边框 —— */ .hd-verdict { margin: 1.6rem 0; padding: 1.1rem 1.4rem; border-radius: 12px; border: 1px solid transparent; background: linear-gradient(var(--bg), var(--bg)) padding-box, linear-gradient(120deg, #ff7a00, #7a2fd0, #0066ff) border-box; font-weight: 600; line-height: 1.8; } .hd-verdict .hd-verdict-name { display: inline-block; font-size: .78em; font-weight: 800; letter-spacing: .12em; color: #fff; background: linear-gradient(120deg, #ff7a00, #7a2fd0); border-radius: 999px; padding: .1em .7em; margin-bottom: .5rem; } /* —— 结尾大字：三色流动 —— */ .hd-fin { margin-top: 2.4rem; padding-top: 1.4rem; border-top: 1px dashed var(--line); text-align: center; } .hd-fin .hd-big { display: inline-block; font-family: "Noto Serif SC", "Songti SC", serif; font-size: 1.5rem; font-weight: 800; letter-spacing: .12em; background: linear-gradient(90deg, #ff7a00, #7a2fd0, #0066ff, #ff7a00); background-size: 300% 100%; -webkit-background-clip: text; background-clip: text; color: transparent; animation: hd-flow 5s ease-in-out infinite; } @keyframes hd-flow { 0%,100% { background-position: 0% 50%; } 50% { background-position: 100% 50%; } } .hd-fin .hd-small { display: block; margin-top: .5rem; font-size: .86rem; color: var(--fg-dim); } @media (prefers-reduced-motion: reduce) { .hd-fin .hd-big { animation: none; } } </style> <div class="hd-hero"> <p class="hd-sub" style="margin-bottom:.4rem;"> <span class="hd-tag">VIBE</span><span class="hd-tag blue">CONTROL</span><span class="hd-tag purple">OBSERVABILITY</span> </p> https://bml.asia/posts/wei-shen-me-bu-zai-da-bao-exe-python-plus-webui/ Sat, 15 Aug 2026 00:30:00 +0800 https://bml.asia/posts/wei-shen-me-bu-zai-da-bao-exe-python-plus-webui/ <style> .pw-sec { margin: 2.6rem 0 1.2rem; text-align: center; font-family: 'Noto Serif SC', 'Songti SC', 'STSong', 'SimSun', serif; font-size: 1.1rem; font-weight: 600; letter-spacing: .1em; line-height: 1.6; color: var(--c); } .pw-sec::before, .pw-sec::after { content: ""; display: inline-block; width: 2.4rem; height: 1px; background: var(--c); vertical-align: middle; margin: 0 .8rem; opacity: .45; } </style> <p>　　过去我固执地认为：写工具，终点一定是打包成 exe。编译、封装、做安装包，还要祈祷用户别撞上缺 DLL 的报错。可现在大量工具走上了&quot;Python 后端 + WebUI&quot;路线——本地启个服务，浏览器访问即用。我曾以为这是开发的万能捷径，后来才慢慢看清：它只是特定场景下的甜区，代价同样不容忽视。</p> https://bml.asia/posts/glm-53-yi-ci-guan-yu-hou-xun-lian-de-jie-shi/ Fri, 14 Aug 2026 13:00:00 +0800 https://bml.asia/posts/glm-53-yi-ci-guan-yu-hou-xun-lian-de-jie-shi/ <style> /* ===== 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%); } </style> <div class="gs-term"> <span class="gs-p">$</span> glm-release --show 5.3<br> <span class="gs-ok">✓</span> 基座：GLM-5.2（740B+，未更换）<br> <span class="gs-ok">✓</span> 编程体感：较前代提升 50%<br> <span class="gs-ok">✓</span> Terminal Bench 3.0：开源第一<br> <span class="gs-warn">!</span> 多模态：本版本不提供 </div> <p class="gs-ink"> 今天智谱发布了 GLM-5.3。新闻通稿里最扎眼的一句是<b>“基座没变”</b>。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。<span class="gs-hl">一次能力跃迁，靠的不是换头，而是把后训练做长、做深。</span>这是本文想聊清楚的事。 </p> https://bml.asia/posts/ai-dai-ma-ceshi-de-xin-sai-dao/ Thu, 13 Aug 2026 18:35:05 +0800 https://bml.asia/posts/ai-dai-ma-ceshi-de-xin-sai-dao/ <style> /* ===== 本文排版：线框铅字 · 墨蓝朱砂 ===== */ .kz-hero, .kz-sec, .kz-concl, .kz-hl, .kz-fig { letter-spacing: .01em; } /* —— 文章标题：线框铅字（宋体 + 底部双色框线）—— */ .post h1, .pinned-title a { font-family: "Noto Serif SC", "Songti SC", "SimSun", serif; font-weight: 900; letter-spacing: .1em; color: #1f2a44; } .post h1 { font-size: 1.7rem; line-height: 1.5; display: inline-block; padding-bottom: .45rem; border-bottom: 3px double #1f2a44; margin-bottom: .6rem; } .pinned-title a { text-decoration: none; } .pinned-title a:hover { color: #1f2a44; } /* —— 引言：左侧朱砂竖线 —— */ .kz-ink { margin: 1.6rem 0 2.2rem; padding: .35rem 0 .35rem 1.2rem; border-left: 4px solid #1f2a44; color: var(--fg-dim); font-size: .98rem; line-height: 1.85; } .kz-ink b { color: #1f2a44; font-weight: 800; } /* —— 重点标注：朱砂底纹高亮 —— */ .kz-hl { background: linear-gradient(transparent 55%, rgba(31, 42, 68, .28) 55%); color: #1f2a44; font-weight: 800; padding: 0 .15em; border-radius: 2px; } .kz-key { color: #1f2a44; font-weight: 800; } .kz-dim { color: #8a94a6; } /* —— 章节标题：编号朱砂块 + 衬线标题 + 细灰线 —— */ .kz-sec { display: flex; align-items: baseline; gap: .7rem; margin: 2.8rem 0 1.2rem; padding-bottom: .5rem; border-bottom: 1px solid var(--line); } .kz-sec .kz-no { font-family: ui-monospace, Consolas, monospace; font-size: .78rem; font-weight: 800; color: #fff; background: #1f2a44; border-radius: 3px; padding: .08em .5em; flex: 0 0 auto; } .kz-sec b { font-family: "Noto Serif SC", "Songti SC", serif; font-size: 1.12rem; font-weight: 800; color: #1f2a44; letter-spacing: .06em; } /* —— 关键数字行：保留单行小排 —— */ .kz-fig { margin: 1.4rem 0 1.8rem; padding: 0; list-style: none; font-size: .95rem; line-height: 2.1; } .kz-fig li { padding-left: 1.4rem; position: relative; } .kz-fig li::before { content: "—"; position: absolute; left: 0; color: #1f2a44; font-family: ui-monospace, Consolas, monospace; } .kz-fig .kz-num { color: #1f2a44; font-weight: 800; } /* —— 引用批注：灰底细框，关键词朱砂 —— */ .kz-quote { margin: 1.6rem 0; padding: .9rem 1.2rem; border: 1px solid var(--line); border-left: 4px solid #1f2a44; border-radius: 0 4px 4px 0; background: rgba(31, 42, 68, .06); font-size: .94rem; line-height: 1.85; color: var(--fg-dim); } .kz-quote b { color: #1f2a44; } /* —— 结论：墨蓝边框，重点白字反白 —— */ .kz-concl { margin: 2rem 0 1.6rem; padding: 1.2rem 1.4rem; border: 2px solid #1f2a44; border-radius: 6px; background: rgba(31, 42, 68, .03); font-weight: 600; line-height: 1.9; } .kz-concl .kz-concl-name { display: inline-block; font-family: ui-monospace, Consolas, monospace; font-size: .74rem; font-weight: 800; letter-spacing: .14em; color: #fff; background: #1f2a44; border-radius: 3px; padding: .1em .7em; margin-bottom: .6rem; } .kz-concl .kz-hl { background: linear-gradient(transparent 55%, rgba(31, 42, 68, .28) 55%); } </style> <p class="kz-ink"> Blacksmith 一年内估值从 6000 万美元涨到 5.5 亿美元，客户从 700 家涨到 5000 家。资本在为<b>“一个问题”</b>买单，还是在为一个<b>“答案”</b>买单？这是本文想弄清楚的事。 </p> https://bml.asia/posts/gong-cheng-gui-fan-shi-xu-chi-jiu-hua/ Tue, 11 Aug 2026 21:09:00 +0800 https://bml.asia/posts/gong-cheng-gui-fan-shi-xu-chi-jiu-hua/ <style> :root { --aq: #0aa5bd; } @media (prefers-color-scheme: dark) { :root { --aq: #4fd0e6; } } </style> <div style="border-left:5px solid var(--tp2);background:rgba(122,90,168,.08);padding:1.1rem 1.3rem;margin:0 0 1.8rem;font-family:'Noto Serif SC','Songti SC',serif;font-size:1.05rem;line-height:1.9;"> 　　不少人用 AI 做项目，功能堆得飞快，坑也挖得飞快。等需求迭代到第五轮，想改哪里都怕——你不确定动这一块，会不会牵动整栋楼。项目于是进入一种奇特的循环：<span style="color:var(--tp0);font-weight:700;">建得越快，塌得越可能。</span> </div> <p>　　这不是 AI 的问题，而是我们对&quot;快&quot;的理解出了问题。AI 最擅长往前写，却几乎不回头看全局。它写每个功能时，都只基于当下那一段局部上下文——前面已经有过的两段代码、用过的命名、定下的结构，它一概不记得。</p> https://bml.asia/posts/agent-xie-tong-de-yan-su-xing/ Mon, 10 Aug 2026 22:15:00 +0800 https://bml.asia/posts/agent-xie-tong-de-yan-su-xing/ <p>　　这一年，多智能体（multi-agent）成了最热的关键词之一。一个&quot;编排者&quot;派任务，一群&quot;执行者&quot;各司其职，彼此发消息、传结果、来回若干轮，最后交出一份像模像样的成果。演示视频里一切行云流水，仿佛把几个大模型串在一起，就自动获得了分工与协作的能力。</p>