id: f90524359fe8495d9e604c0b18c4aa60
parent_id: 
item_type: 1
item_id: b9e19ce96c7d49419a762062eee87ad1
item_updated_time: 1764345628129
title_diff: "[{\"diffs\":[[1,\"Google：人人都能成为Prompt大师\"]],\"start1\":0,\"start2\":0,\"length1\":0,\"length2\":21}]"
body_diff: "[{\"diffs\":[[1,\"<html>\\\r\\\n<head>\\\r\\\n  <title>Google：人人都能成为Prompt大师</title>\\\r\\\n  <basefont face=\\\"微软雅黑\\\" size=\\\"2\\\" />\\\r\\\n  <meta http-equiv=\\\"Content-Type\\\" content=\\\"text/html;charset=utf-8\\\" />\\\r\\\n  <meta name=\\\"exporter-version\\\" content=\\\"YXBJ Windows/608924 (zh-CN, DDL); Windows/10.0.0 (Win64); EDAMVersion=V2;\\\"/>\\\r\\\n  <meta name=\\\"content-class\\\" content=\\\"yinxiang.peso.superNote\\\"/>\\\r\\\n  <meta name=\\\"application-data:yinxiang.noteLayout\\\" content=\\\"{\\\"lineSpace\\\":\\\"recommend\\\",\\\"paragraphSpace\\\":\\\"recommend\\\"}\\\"/>\\\r\\\n  <style>\\\r\\\n\\tbody, td {\\\r\\\n\\t  font-family: 微软雅黑;\\\r\\\n\\t  font-size: 12pt;\\\r\\\n\\t}\\\r\\\n  </style>\\\r\\\n</head>\\\r\\\n<body>\\\r\\\n<a name=\\\"40266\\\"></a>\\\r\\\n<h1>Google：人人都能成为Prompt大师</h1>\\\r\\\n\\\r\\\n<div><span style=\\\"\\\"><div style=\\\"max-width: 700px;\\\"><p></p><div style=\\\"--en-blockquote: true; box-sizing: border-box; border-left: 3px solid #b4c0cc; background-position: initial initial; background-repeat: initial initial;\\\"><div>原文链接: <a href=\\\"http://mp.weixin.qq.com/s?__biz=MzU5MzY3Mjk1Nw==&amp;mid=2247492438&amp;idx=1&amp;sn=904ed58d19a82f11ced4bc9fb4a611b6&amp;chksm=ffcd76e20481bf25a67f3455ef9fd183ad1fa940576e816c83ca3e66152fb96f3fe93f560851&amp;mpshare=1&amp;scene=1&amp;srcid=0420JFOiM3m3uwEPUt8xahsb&amp;sharer_shareinfo=16d82ced82f1918e2e0551ff068a5ef2&amp;sharer_shareinfo_first=16d82ced82f1918e2e0551ff068a5ef2#rd\\\"><span>http://mp.weixin.qq.com/s?__biz=MzU5MzY3Mjk1Nw==&amp;mid=2247492...</span></a></div></div><p></p><div style=\\\"\\\"><div><div><div><span style=\\\"\\\">原创</span><span><span style=\\\"\\\">OddFan</span></span><span><a style=\\\"\\\"> 泛函的范 </a></span><span><em></em></span></div><div style=\\\"\\\"><div style=\\\"background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; color: rgb(0, 0, 0); word-spacing: 0em; letter-spacing: 0em; word-break: break-word; overflow-wrap: break-word; text-align: left;\\\"><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>今天推荐 Google 官方出品的提示工程（Prompt Engineering）白皮书，该书系统性介绍了Prompt Engineering 相关技术，包括 LLMs 基础知识、提示技巧和诸多最佳实践。</span></p><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>建议所有与 LLMs 打交道的人都看看，系统性的学习下提示工程，这将大大提升我们设计提示词的效果。</span><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>点击文末阅读原文获取PDF。</span></strong></p><div style=\\\"--en-blockquote: true; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px; background-attachment: scroll; background-clip: border-box; background-color: rgb(239, 239, 239); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; display: block; overflow-x: auto; overflow-y: auto;\\\"><p style=\\\"text-indent: 0; color: rgb(89,89,89); letter-spacing: 0; text-align: left; font-weight: normal;\\\"><span>白皮书 URL: <span style=\\\"color: rgb(0, 82, 255); font-weight: bold;\\\">https://drive.google.com/file/d/1AbaBYbEa_EbPelsT40-vj64L-2IwUJHy/view</span></span></p></div><div style=\\\"text-align: center;\\\"><img src=\\\":/104bbb0605464ca69e0573fe8de79103\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; width: auto;\\\" width=\\\"auto\\\"/></div><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>谁都能写提示词：</span></p><div style=\\\"--en-blockquote: true; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px; background-attachment: scroll; background-clip: border-box; background-color: rgb(239, 239, 239); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; display: block; overflow-x: auto; overflow-y: auto;\\\"><p style=\\\"text-indent: 0; color: rgb(89,89,89); letter-spacing: 0; text-align: left; font-weight: normal;\\\"><span><span style=\\\"font-weight: bold;\\\">You don’t need to be a data scientist or a machine learning engineer – everyone can write a prompt.</span></span></p></div><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>白皮书介绍了提示工程（Prompt Engineering）的基本概念及其在大型语言模型（LLMs）应用中的核心作用。作者强调，尽管任何人都可以编写提示，但设计高效提示需要综合考虑模型选择、训练数据、配置参数（温度、Top-K等）、措辞风格和上下文结构等因素。提示工程是一个迭代过程，不当的提示可能导致模糊或不准确的结果。白皮书重点聚焦于通过 Vertex AI 或 API 直接调用模型的场景，以便更灵活地控制配置参数。</span></p><div style=\\\"--en-blockquote: true; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px; background-attachment: scroll; background-clip: border-box; background-color: rgb(239, 239, 239); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; display: block; overflow-x: auto; overflow-y: auto;\\\"><p style=\\\"text-indent: 0; color: rgb(89,89,89); letter-spacing: 0; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>Prompt engineering</span></strong><span> is the process of designing high-quality prompts that guide LLMs to produce accurate outputs.</span></p></div><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>白皮书目录如下：</span></p><div style=\\\"text-align: center;\\\"><img src=\\\":/5ee455eae5644e93b29cb8ba3fee67ba\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; width: auto;\\\" width=\\\"auto\\\"/></div><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>下面来简单总结下各章节主要，详细内容还是建议大家去看原文。</span></p><h2 style=\\\"border-top-style: none; background-attachment: scroll; background-clip: border-box; background-color: rgb(255,255,255); background-origin: padding-box; background-position-x: 50%; background-position-y: 50%; background-repeat: no-repeat; background-size: 63px; width: auto; height: auto; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0,0,0); border-bottom-color: rgb(0,0,0); border-left-color: rgb(0,0,0); border-right-color: rgb(0,0,0); border-top-left-radius: 0; border-top-right-radius: 0; border-bottom-left-radius: 0; border-bottom-right-radius: 0; display: flex; overflow-x: unset; overflow-y: unset; text-align: left; text-shadow: none; transform: none; -webkit-box-reflect: unset; background-image: url(https;\\\"><span style=\\\"color: rgb(60, 112, 198); letter-spacing: 0em; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0, 0, 0); border-bottom-color: rgb(0, 0, 0); border-left-color: rgb(0, 0, 0); border-right-color: rgb(0, 0, 0); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; background-attachment: scroll; background-clip: border-box; background-color: transparent; background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; border-top-style: none; font-weight: bold; height: 38px; overflow-x: unset; overflow-y: unset; text-align: center; text-indent: 0em; text-shadow: none; transform: none; width: auto; -webkit-box-reflect: unset;\\\"><span>LLM Output Configuration</span></span></h2><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>本章详细探讨了如何通过配置参数优化 LLMs 的输出效果：</span></p><ul style=\\\"list-style-type: disc; color: rgb(0,0,0);\\\"><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>输出长度（Output Length）</span></strong><span>：限制生成文本的 token 数量，直接影响计算成本和响应速度，需根据任务需求平衡。</span></div></li><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>采样控制（Sampling Controls）</span></strong><span>：包括温度（Temperature）、Top-K和Top-P。温度控制输出的随机性（</span><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>低温度更确定，高温度更多样</span></strong><span>）；Top-K 选择概率最高的前 K 个 token；Top-P（核采样）按累积概率动态选择 token 范围。极端参数（如温度=0、Top-K=1）会禁用其他参数的效果。</span></div></li><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>参数组合策略</span></strong><span>：</span><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>建议初始配置（温度0.2、Top-P 0.95、Top-K 30）适用于大多数任务</span></strong><span>，高创造性任务可提高温度（0.9），数学问题则建议温度=0。此外，文中还警示了“重复循环”问题（模型因不当参数陷入重复输出），需通过参数调优解决。</span></div></li></ul><h2 style=\\\"border-top-style: none; background-attachment: scroll; background-clip: border-box; background-color: rgb(255,255,255); background-origin: padding-box; background-position-x: 50%; background-position-y: 50%; background-repeat: no-repeat; background-size: 63px; width: auto; height: auto; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0,0,0); border-bottom-color: rgb(0,0,0); border-left-color: rgb(0,0,0); border-right-color: rgb(0,0,0); border-top-left-radius: 0; border-top-right-radius: 0; border-bottom-left-radius: 0; border-bottom-right-radius: 0; display: flex; overflow-x: unset; overflow-y: unset; text-align: left; text-shadow: none; transform: none; -webkit-box-reflect: unset; background-image: url(https;\\\"><span style=\\\"color: rgb(60, 112, 198); letter-spacing: 0em; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0, 0, 0); border-bottom-color: rgb(0, 0, 0); border-left-color: rgb(0, 0, 0); border-right-color: rgb(0, 0, 0); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; background-attachment: scroll; background-clip: border-box; background-color: transparent; background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; border-top-style: none; font-weight: bold; height: 38px; overflow-x: unset; overflow-y: unset; text-align: center; text-indent: 0em; text-shadow: none; transform: none; width: auto; -webkit-box-reflect: unset;\\\"><span>Prompting Techniques</span></span></h2><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>本章系统介绍了多种提示技术及其应用场景：</span></p><ul style=\\\"list-style-type: disc; color: rgb(0,0,0);\\\"><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>零样本提示（Zero-shot）</span></strong><span>：仅提供任务描述，不包含示例，适用于简单分类任务（如电影评论情感分析）。</span></div></li></ul><div style=\\\"text-align: center;\\\"><img src=\\\":/4a0ff0f38abf4258ace47e7561ccd24f\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; width: auto;\\\" width=\\\"auto\\\"/></div><ul style=\\\"list-style-type: disc; color: rgb(0,0,0);\\\"><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>少样本提示（Few-shot）</span></strong><span>：通过1-5个示例引导模型学习模式（如将披萨订单解析为 JSON 格式），需确保示例的多样性和质量。</span></div></li></ul><div style=\\\"text-align: center;\\\"><img src=\\\":/0c3cb236fc294f83b04550e5ea660fa6\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; width: auto;\\\" width=\\\"auto\\\"/></div><ul style=\\\"list-style-type: disc; color: rgb(0,0,0);\\\"><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>系统提示（System Prompting）</span></strong><span>：定义全局任务框架（如强制返回 JSON 格式或过滤有害内容），适用于结构化输出和安全性控制。</span></div></li></ul><div style=\\\"text-align: center;\\\"><img src=\\\":/85b74fc5d5f9423688cb2b26f80c5e71\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; width: auto;\\\" width=\\\"auto\\\"/></div><ul style=\\\"list-style-type: disc; color: rgb(0,0,0);\\\"><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>角色提示（Role Prompting）</span></strong><span>：赋予模型特定身份（如导游、代码审查员），以调整输出风格和视角。</span></div></li></ul><div style=\\\"text-align: center;\\\"><img src=\\\":/dd5b877796234004a3eee367df31891a\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; width: auto;\\\" width=\\\"auto\\\"/></div><ul style=\\\"list-style-type: disc; color: rgb(0,0,0);\\\"><li><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>上下文提示（Contextual Prompting）</span></strong><span>：提供任务相关背景信息（如针对机器学习领域最新研究热点问题的相关文章），增强输出的相关性。</span><span><br/></span></p></li></ul><div style=\\\"text-align: center;\\\"><img src=\\\":/4bc33b9b732944c58456a41003431ba6\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; width: auto;\\\" width=\\\"auto\\\"/></div><ul style=\\\"list-style-type: disc; color: rgb(0,0,0);\\\"><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>Step-back Prompting</span></strong><span>：通过先回答抽象问题（如“游戏关卡设计的核心原则”）再解决具体任务，激活模型的深层知识，提升复杂问题（如设计游戏剧情）的解决能力。</span></p></div></li></ul><div style=\\\"text-align: center;\\\"><img src=\\\":/895fce5b0bc540efb92b5e716a1cec4b\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; width: auto;\\\" width=\\\"auto\\\"/></div><h2 style=\\\"border-top-style: none; background-attachment: scroll; background-clip: border-box; background-color: rgb(255,255,255); background-origin: padding-box; background-position-x: 50%; background-position-y: 50%; background-repeat: no-repeat; background-size: 63px; width: auto; height: auto; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0,0,0); border-bottom-color: rgb(0,0,0); border-left-color: rgb(0,0,0); border-right-color: rgb(0,0,0); border-top-left-radius: 0; border-top-right-radius: 0; border-bottom-left-radius: 0; border-bottom-right-radius: 0; display: flex; overflow-x: unset; overflow-y: unset; text-align: left; text-shadow: none; transform: none; -webkit-box-reflect: unset; background-image: url(https;\\\"><span style=\\\"color: rgb(60, 112, 198); letter-spacing: 0em; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0, 0, 0); border-bottom-color: rgb(0, 0, 0); border-left-color: rgb(0, 0, 0); border-right-color: rgb(0, 0, 0); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; background-attachment: scroll; background-clip: border-box; background-color: transparent; background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; border-top-style: none; font-weight: bold; height: 38px; overflow-x: unset; overflow-y: unset; text-align: center; text-indent: 0em; text-shadow: none; transform: none; width: auto; -webkit-box-reflect: unset;\\\"><span>Chain of Thought &amp; Advanced Techniques</span></span></h2><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>本章深入探讨提升模型推理能力的方法：</span></p><div style=\\\"text-align: center;\\\"><img src=\\\":/e398425e394a4f6783d43bbd8c56a4c1\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; width: auto;\\\" width=\\\"auto\\\"/></div><ul style=\\\"list-style-type: disc; color: rgb(0,0,0);\\\"><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><span><span style=\\\"font-weight: bold;\\\">Chain of Thought (CoT)</span>：要求模型分步解释推理过程（如数学问题），显著提高复杂任务（如漏洞分类）的准确性。需注意输出长度增加带来的成本。</span></div></li><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>Self-consistency</span></strong><span>：多次生成不同推理路径，通过多数投票选择最优答案，增强鲁棒性（如邮件分类任务中平衡矛盾结果）。</span></div></li><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><span><span style=\\\"font-weight: bold;\\\">Tree of Thoughts (ToT)</span>：允许多路径并行推理（如图1对比CoT与ToT），适用于需探索性决策的任务（如多步骤规划）。</span></div></li><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><span><span style=\\\"font-weight: bold;\\\">Reason &amp; Act (ReAct)</span>：结合推理与外部工具调用（如搜索API），模拟人类“思考-行动”循环（如通过Google搜索汇总乐队成员子女数量），适用于需要实时数据的场景。</span></div></li></ul><h2 style=\\\"border-top-style: none; background-attachment: scroll; background-clip: border-box; background-color: rgb(255,255,255); background-origin: padding-box; background-position-x: 50%; background-position-y: 50%; background-repeat: no-repeat; background-size: 63px; width: auto; height: auto; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0,0,0); border-bottom-color: rgb(0,0,0); border-left-color: rgb(0,0,0); border-right-color: rgb(0,0,0); border-top-left-radius: 0; border-top-right-radius: 0; border-bottom-left-radius: 0; border-bottom-right-radius: 0; display: flex; overflow-x: unset; overflow-y: unset; text-align: left; text-shadow: none; transform: none; -webkit-box-reflect: unset; background-image: url(https;\\\"><span style=\\\"color: rgb(60, 112, 198); letter-spacing: 0em; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0, 0, 0); border-bottom-color: rgb(0, 0, 0); border-left-color: rgb(0, 0, 0); border-right-color: rgb(0, 0, 0); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; background-attachment: scroll; background-clip: border-box; background-color: transparent; background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; border-top-style: none; font-weight: bold; height: 38px; overflow-x: unset; overflow-y: unset; text-align: center; text-indent: 0em; text-shadow: none; transform: none; width: auto; -webkit-box-reflect: unset;\\\"><strong style=\\\"background-attachment: scroll; background-clip: border-box; background-color: transparent; background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0, 0, 0); border-bottom-color: rgb(0, 0, 0); border-left-color: rgb(0, 0, 0); border-right-color: rgb(0, 0, 0); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; color: rgb(0, 0, 0); display: inline-block; font-size: 22px; font-weight: bold; height: auto; letter-spacing: 0px; overflow-x: unset; overflow-y: unset; text-align: left; text-indent: 0em; text-shadow: none; transform: none; width: auto; -webkit-box-reflect: unset;\\\"><span>Code Prompting &amp; Multimodal Prompting</span></strong></span></h2><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>本章聚焦代码生成与多模态提示的应用：</span></p><ul style=\\\"list-style-type: disc; color: rgb(0,0,0);\\\"><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>Code Prompting</span></strong><span>：包括编写（如 Bash 脚本重命名文件）、解释（解析代码逻辑）、翻译（Bash 转 Python）和调试（修复 Python 错误）。示例展示了如何通过提示生成可执行代码，并强调测试的重要性。</span></div></li></ul><div style=\\\"text-align: center;\\\"><img src=\\\":/a7ac3624321348d0b1dfc2cb9e2545c2\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; width: auto;\\\" width=\\\"auto\\\"/></div><ul style=\\\"list-style-type: disc; color: rgb(0,0,0);\\\"><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>Multimodal Prompting</span></strong><span>：结合文本、图像等输入（如生成图像描述），需依赖模型的多模态支持。文中指出当前Gemini主要支持文本，但未来多模态提示潜力巨大。</span></div></li></ul><div style=\\\"text-align: center;\\\"><img src=\\\":/3aea9515eeb04a8d81cd529dd8b5b984\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; width: auto;\\\" width=\\\"auto\\\"/></div><div><span>图源：</span><span>Nihal Jain @ Github</span></div><h2 style=\\\"border-top-style: none; background-attachment: scroll; background-clip: border-box; background-color: rgb(255,255,255); background-origin: padding-box; background-position-x: 50%; background-position-y: 50%; background-repeat: no-repeat; background-size: 63px; width: auto; height: auto; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0,0,0); border-bottom-color: rgb(0,0,0); border-left-color: rgb(0,0,0); border-right-color: rgb(0,0,0); border-top-left-radius: 0; border-top-right-radius: 0; border-bottom-left-radius: 0; border-bottom-right-radius: 0; display: flex; overflow-x: unset; overflow-y: unset; text-align: left; text-shadow: none; transform: none; -webkit-box-reflect: unset; background-image: url(https;\\\"><span style=\\\"color: rgb(60, 112, 198); letter-spacing: 0em; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0, 0, 0); border-bottom-color: rgb(0, 0, 0); border-left-color: rgb(0, 0, 0); border-right-color: rgb(0, 0, 0); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; background-attachment: scroll; background-clip: border-box; background-color: transparent; background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; border-top-style: none; font-weight: bold; height: 38px; overflow-x: unset; overflow-y: unset; text-align: center; text-indent: 0em; text-shadow: none; transform: none; width: auto; -webkit-box-reflect: unset;\\\"><span>Best Practices</span></span></h2><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>本章总结了提示工程的实用建议：</span></p><ul style=\\\"list-style-type: disc; color: rgb(0,0,0);\\\"><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>提供示例</span></strong><span>：Few-shot prompting 能显著提升模型表现，需选择相关性强、多样化的示例。</span></div></li><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>简洁明确</span></strong><span>：避免复杂表述，使用动词（如“生成”、“分类”）明确任务，指定输出格式（如 JSON 格式）。</span></div></li><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>指令优先于约束</span></strong><span>：正向指令（如“仅讨论价格”）比负面约束（如“不要提及游戏名称”）更有效。</span></div></li><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>变量与实验</span></strong><span>：使用变量（如{city}）来提升复用性，尝试不同输入格式（提问 vs 指令）和输出结构（JSON vs XML）。</span></div></li><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>模型更新适配</span></strong><span>：跟踪模型版本变化，及时调整提示策略。</span></div></li><li><div style=\\\"color: rgb(1, 1, 1); letter-spacing: 0em; text-align: left; font-weight: normal;\\\"><strong style=\\\"color: rgb(0, 0, 0); font-weight: bold; background-attachment: scroll; background-clip: border-box; background-color: rgba(0, 0, 0, 0); background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; width: auto; height: auto; border-top-style: none; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 3px; border-bottom-width: 3px; border-left-width: 3px; border-right-width: 3px; border-top-color: rgba(0, 0, 0, 0.4); border-bottom-color: rgba(0, 0, 0, 0.4); border-left-color: rgba(0, 0, 0, 0.4); border-right-color: rgba(0, 0, 0, 0.4); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-right-radius: 0px; border-bottom-left-radius: 0px;\\\"><span>文档记录</span></strong><span>：通过表格模板（如表21）记录提示版本、参数、输出结果及反馈，便于迭代和团队协作。</span></div></li></ul><div style=\\\"text-align: center;\\\"><img src=\\\":/7958328f430c4641ba29e44910c3b90b\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; width: auto;\\\" width=\\\"auto\\\"/></div><h2 style=\\\"border-top-style: none; background-attachment: scroll; background-clip: border-box; background-color: rgb(255,255,255); background-origin: padding-box; background-position-x: 50%; background-position-y: 50%; background-repeat: no-repeat; background-size: 63px; width: auto; height: auto; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0,0,0); border-bottom-color: rgb(0,0,0); border-left-color: rgb(0,0,0); border-right-color: rgb(0,0,0); border-top-left-radius: 0; border-top-right-radius: 0; border-bottom-left-radius: 0; border-bottom-right-radius: 0; display: flex; overflow-x: unset; overflow-y: unset; text-align: left; text-shadow: none; transform: none; -webkit-box-reflect: unset; background-image: url(https;\\\"><span style=\\\"color: rgb(60, 112, 198); letter-spacing: 0em; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0, 0, 0); border-bottom-color: rgb(0, 0, 0); border-left-color: rgb(0, 0, 0); border-right-color: rgb(0, 0, 0); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; background-attachment: scroll; background-clip: border-box; background-color: transparent; background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; border-top-style: none; font-weight: bold; height: 38px; overflow-x: unset; overflow-y: unset; text-align: center; text-indent: 0em; text-shadow: none; transform: none; width: auto; -webkit-box-reflect: unset;\\\"><span>Summary &amp; Endnotes</span></span></h2><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>白皮书全文回顾了提示工程的核心技术与挑战，强调其作为迭代过程的本质。未来方向包括自动化提示生成（如 APE 技术）、多模态融合及更复杂的代理（Agent）系统开发。 文末附录提供了参考文献和工具链接（如 SerpAPI、json-repair 库），为实践提供支持。</span></p><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>通过对白皮书的学习，大家可以快速、全面地了解提示技术，并在实践中快速应用，能大大提升自身提示工程能力。</span></p><h2 style=\\\"border-top-style: none; background-attachment: scroll; background-clip: border-box; background-color: rgb(255,255,255); background-origin: padding-box; background-position-x: 50%; background-position-y: 50%; background-repeat: no-repeat; background-size: 63px; width: auto; height: auto; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0,0,0); border-bottom-color: rgb(0,0,0); border-left-color: rgb(0,0,0); border-right-color: rgb(0,0,0); border-top-left-radius: 0; border-top-right-radius: 0; border-bottom-left-radius: 0; border-bottom-right-radius: 0; display: flex; overflow-x: unset; overflow-y: unset; text-align: left; text-shadow: none; transform: none; -webkit-box-reflect: unset; background-image: url(https;\\\"><span style=\\\"color: rgb(60, 112, 198); letter-spacing: 0em; border-bottom-style: none; border-left-style: none; border-right-style: none; border-top-width: 1px; border-bottom-width: 1px; border-left-width: 1px; border-right-width: 1px; border-top-color: rgb(0, 0, 0); border-bottom-color: rgb(0, 0, 0); border-left-color: rgb(0, 0, 0); border-right-color: rgb(0, 0, 0); border-top-left-radius: 0px; border-top-right-radius: 0px; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; background-attachment: scroll; background-clip: border-box; background-color: transparent; background-image: none; background-origin: padding-box; background-position-x: 0%; background-position-y: 0%; background-repeat: no-repeat; background-size: auto; border-top-style: none; font-weight: bold; height: 38px; overflow-x: unset; overflow-y: unset; text-align: center; text-indent: 0em; text-shadow: none; transform: none; width: auto; -webkit-box-reflect: unset;\\\"><span>References</span></span></h2><p style=\\\"color: rgb(74,74,74); letter-spacing: 0.02em; text-align: left; text-indent: 0;\\\"><span>[1] Boonstra L. Prompt Engineering[J]. Google. 2025.</span></p></div><div><span><br/></span></div></div></div><div><div><div><div style=\\\"display: flex; color: rgba(0,0,0,.3);\\\"><div style=\\\"color: rgba(0,0,0,.3);\\\">个人观点，仅供参考</div></div><div style=\\\"display: flex;\\\"><a>阅读原文</a></div></div></div></div></div></div></div></span>\\\n</div></body></html>\\u0000\"]],\"start1\":0,\"start2\":0,\"length1\":0,\"length2\":48226}]"
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updated_time: 2025-11-28T21:03:37.353Z
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