LifeOS Fabric humanize 模式实战把 AI 味文本改写成自然的人类写作风格【免费下载链接】LifeOS⛰️ The Life Operating System — an intent engineering platform that moves you from your current state to your ideal state, in life and work.项目地址: https://gitcode.com/GitHub_Trending/pe/LifeOS导读在 LifeOS 的 Fabric 技能库中humanize是一个专门用于去 AI 味的改写模式它把结构工整、措辞完美的 AI 生成文本重写成自然、口语化、像真人写出来的内容目标是让文本通过主流 AI 检测器的同时保持清晰有趣。本文基于该模式的完整提示词规范system.md与实战示例README.md系统讲解它的设计目标、工作原理、17 组「AI 风格 vs 人类风格」对照规则并给出完整的输入输出样例让你能在 LifeOS 中原生调用或结合 Fabric CLI 复现同样的改写效果。一、Humanize 模式是什么目标与适用场景在 LifeOS 的 Fabric 技能 中humanize属于Improvement改进类模式与improve_writing、improve_academic_writing、review_code等并列见 ExecutePattern.md 中的模式分类清单。它的核心目标非常明确原文表述让 AI 写出来的文字听起来像真人写的在规避 AI 检测器的同时保持文字的清晰与趣味专门修正那些让 AI 文本显得僵硬、过于完美的痕迹。因此它适合两类典型场景内容交付前的最后一道润色——论文、博客、报告、邮件等 AI 初稿先由 LLM 生成再经humanize改写为口语化、自然流畅的版本与 LifeOS 中其他能力串联——README 明确强调Like any Fabric pattern, use the power of piping from other patterns or even from Humanize itself即可以从其他模式如summarize、extract_wisdom的输出继续管道式传递甚至可以对自己的输出再次 humanize反复迭代逼近更自然的效果。需要说明的是README 也提醒效果强依赖输入文本、生成模型与检测器三方不同组合下结果差异很大后文有实测数据佐证应结合自身场景多尝试。二、效果实测一个长难例子的检测器评分模式作者用一个长且棘手的例子做了验证——一篇由 Gemini 撰写的「狗为什么在坐下前转圈」的文章改写后的输出在不同 AI 检测器上的得分如下检测器判定为 AI 的比例Quillbot59% AIZeroGPT54% AIGPTZero87% AIWriter.com15% AIREADME 同时补充了两点重要事实其他样例曾拿到 0% 的 AI 得分说明结果波动很大测试基于 Gemini 模型换用其他模型效果可能不同。从源码结构看这一结果印证了该模式的定位humanize不是保证 100% 通过检测的魔法而是一套系统性的自然化改写方法论——它在 system.md 中通过身份设定、任务约束和 17 组正反示例把像真人一样写作拆解成可执行的规则检测器分数只是衡量自然度的间接指标。这一点在 pattern_explanations.md 中也有印证humanize: Rewrites AI-generated text to sound natural, conversational, and easy to understand, maintaining clarity and simplicity.三、工作原理system.md 的完整规范拆解humanize模式的灵魂是 system.md。与 Fabric 技能中所有模式一致它遵循IDENTITY / PURPOSE → TASK → STEPS → EXAMPLES → OUTPUT INSTRUCTIONS的结构。在 LifeOS 中执行时见 ExecutePattern.mdAgent 会直接读取该文件的指令当作提示词应用无需拉起 fabric CLI——这是 LifeOS 相对原版 fabric 的原生执行Native Execution机制。3.1 身份与目的IDENTITY and PURPOSE提示词将模型设定为你是一个真人工作是把文本改得自然、口语化、有亲和力就像普通人的说话或写作方式。目标是用休闲、像人一样的风格重写内容优先保证清晰与简单。并给出五条风格基线短句优先短句、主动语态日常词汇用熟悉易懂的日常语言避免长难句和技术黑话拆解思想把想法拆成更小、更好理解的部分像对朋友解释保持友好、平易近人逐步思考始终想着如何让文本更自然、更像对话以示例为改进指南。同时强调保留原文含义与语气即便输入是 AI 与人类内容的混合也要统一成连贯一致的人类风格。3.2 任务约束YOUR TASK任务的六个约束点构成完整的改写准则Focus on clarity——直截了当避免不必要的复杂Keep it simple——用任何人都能懂的常用词和短语Prioritize short sentences——把长难句拆成更小、更容易消化的小句Maintain context——重写后必须准确反映原文含义与语气Harmonize mixed content——混合了人类与 AI 风格的文本统一成连贯的人类风格Iterate if necessary——必要时反复打磨提升自然度与可读性。3.3 处理步骤STEPS标准执行流程共 7 步通读给定文本理解其含义与语气逐短语处理确保保留原始意图参照EXAMPLES一节避免「AI 风格要避免的」写法模仿「人类风格要采用的」写法若 EXAMPLES 中没有相关示例批判性分析文本应用清晰、简单、自然的原则优先可读性与不可预测性若文本是 AI 与人类内容的混合则统一风格复查并打磨增强自然与对话感同时保证连贯以连贯段落形式输出改写后的文本。3.4 输出指令OUTPUT INSTRUCTIONS输出格式为连贯的段落而非零散的单句只输出改写后的文本不解释、不添加任何说明。这两条约束意味着humanize非常适合作为管道中的一环——它的输出可以直接作为下一篇文档、下一个模式的输入而无需额外清洗。四、17 组正反示例可复用的「去 AI 味」检查清单这是 system.md 中最具操作价值的部分——17 组「AI Style to Avoid / Human Style to Adopt」对照几乎涵盖了 AI 写作的全部典型症状。下表完整列出#病症InstructionAI 风格要避免人类风格要采用1词频分布避免过度使用高频词追求自然变化This is a very good and very interesting idea.This idea is intriguing and genuinely impressive.2生僻词使用适当加入不常见词汇增加 richnessThe event was exciting and fun.The event was exhilarating, a rare blend of thrill and enjoyment.3句子结构重复避免重复句式增加措辞变化She went to the market. She bought some vegetables. She returned home.She visited the market, picked up some fresh vegetables, and headed back home.4连接词滥用限制 and/but/so 的过度使用He was tired and he wanted to rest and he didnt feel like talking.Exhausted, he wanted to rest and preferred silence.5泛化描述用生动具体的细节替代空泛描述The garden was beautiful.The garden was a vibrant tapestry of blooming flowers, with hues of red and gold dancing in the sunlight.6可预测的开头避免多句用同一词开头I think this idea is great. I think we should implement it. I think it will work.This idea seems promising. Implementation could yield excellent results. Success feels within reach.7被动语态滥用优先主动语态The decision was made by the team to postpone the event.The team decided to postpone the event.8过度追求连贯不要过度打磨允许轻微瑕疵The system operates efficiently and effectively under all conditions.The system works well, though it might need tweaks under some conditions.9填充词滥用减少 actually/very/basicallyThis is actually a very good point to consider.This is an excellent point to consider.10过于可预测的措辞避免陈词滥调It was a dark and stormy night.The night was thick with clouds, the wind howling through the trees.11简陋的句子过渡避免 then/next 等简单过渡He finished his work. Then, he went home.After wrapping up his work, he made his way home.12句子长度失衡长短句混合制造节奏The party was fun. Everyone had a great time. We played games and ate snacks.The party was a blast. Laughter echoed as we played games, and the snacks were a hit.13过度概括避免过度浓缩用例子和语境展开The book was interesting.The book captivated me with its vivid characters and unexpected plot twists.14过度拟人化除非有意义否则用事实生动细节Spinning spreads their scent, like saying, This is mine!Spinning might help spread their scent, signaling to other animals that this spot is taken.15过度热情避免感叹号轰炸和强行 enthusiasmIts a fun little mystery to solve together!Its a fascinating behavior worth exploring together.16缺乏具体性避免模糊概括给出具体例子/细节This makes more sense for dogs who are really territorial, or live with other dogs.This behavior is often seen in dogs that share their space with other pets or tend to guard their favorite spots.17模糊占位词避免 some people think 之类暗示具体理论Scientists and dog lovers alike have some ideas, though.Some researchers think it could be an instinct from their wild ancestors, while others believe its about comfort.这 17 条规则的价值在于它不是玄学而是一套可操作的诊断清单。任何想人工去 AI 味、或想构建类似改写能力的读者都可以直接把这 17 组对照当作 prompt 的组成部分复用。五、实战完整输入输出对照README 给出了一个完整的端到端示例——输入是 Gemini 生成的一篇科普短文「狗转圈的谜团」The Mystery of the Spinning Dog输出是 humanize 改写后的版本。以下为原文完整保留。5.1 输入AI 生成原文The Mystery of the Spinning Dog In the world of canine behavior, one of the most curious rituals is the practice of spinning before settling down. While the exact reason behind this behavior remains a mystery, several theories have been proposed by scientists and dog owners alike. The Ancient Instinct Some believe that this spinning behavior is a remnant of the dogs wild ancestors. In the wild, dogs would often lie down in tall grass or dense foliage to rest or sleep. By spinning around, they would create a circular depression in the vegetation, ensuring a comfortable and safe resting spot. The Comfort Seeker Another theory suggests that dogs spin to create a sense of comfort and security. By turning around multiple times, they can flatten the grass or ground beneath them, creating a more level and comfortable surface to lie down on. This behavior is often seen in dogs who are particularly sensitive to discomfort or who prefer a perfectly flat surface to rest on. The Scent Marker A third theory proposes that dogs spin to leave their scent on the ground. By circling around, they can spread their scent in a wider area, marking their territory and claiming ownership of the chosen spot. This behavior is more commonly observed in dogs who are particularly territorial or who live in multi-dog households. The Playful Spirit Finally, some dog owners believe that spinning is simply a playful behavior. Dogs may spin out of excitement or anticipation, especially when they are about to settle down for a nap after a long day of play. This theory is often supported by the observation that dogs who are particularly energetic or playful tend to spin more frequently. A Combination of Factors While the exact reason behind dog spinning remains unknown, it is likely a combination of these factors. Each dog may have its unique motivations for this behavior, influenced by its breed, personality, and past experiences. Observing Your Dog If you have a dog that spins before settling down, you can try to observe its behavior to gain a better understanding of its motivations. Pay attention to the context in which it spins, such as whether it is about to rest or play, and whether it seems particularly excited or anxious. By observing your dogs behavior, you may be able to uncover the unique reasons behind its spinning ritual.5.2 输出Humanize 改写结果Ever seen your dog spin in circles before settling down for a nap? Its a pretty common thing, but why do they do it? Nobodys entirely sure, but there are a few good guesses. One idea is that its an instinct from their wolf ancestors. Imagine a wolf trying to find a comfy spot in tall grass – spinning around would make a little nest. Another thought is that its all about comfort. Spinning flattens things out, making a nice, even spot for a nap. You see this a lot in dogs who are picky about where they sleep. Some people think its about marking their territory. Spinning spreads their scent, kind of like saying, This is mine! This makes more sense for dogs who are really territorial, or live with other dogs. And then theres the its just fun theory. Maybe theyre just excited or playful, especially if theyre about to take a nap after a long playtime. Its probably a mix of all these things. Every dog is different, so their reasons might be a little different too. It depends on their breed, how they are, and whats happened to them in their life. If your dog does this, try watching them. What are they doing right before they start spinning? Are they tired, or excited? Paying attention might give you a clue about why *your* dog does it. Its a fun little mystery to solve together!5.3 对照分析改写手法逐条拆解将输入与输出对照可以清晰地看到上文 17 条规则的落地小标题消失、散文化输入中的The Ancient Instinct、The Comfort Seeker等小标题被消解为段首引导句One idea is that... / Another thought is that...更符合真人写作习惯句子缩短、口语化In the world of canine behavior, one of the most curious rituals is... → Ever seen your dog spin in circles before settling down for a nap?——疑问句开头直接拉近读者主动语态与具体细节By spinning around, they would create a circular depression in the vegetation → spinning around would make a little nest用little nest这样的具象画面替代抽象描述减少被动与形式化表达A third theory proposes that... → Some people think its about marking their territory保留关键信息但重组结构原文四个理论 组合因素 观察建议的骨架全部保留但叙述顺序被打散重排消除了模板化的 Finally... / While the exact reason... / It is likely a combination 式收束语气平衡结尾保留了趣味Its a fun little mystery to solve together!对照第 15 条规则可见这正是 EXAMPLES 中标注的「过度热情」反面案例EXAMPLES 将其列为 AI Style to Avoid说明示例库本身就取材于这类实战改写过程供后续改写时对照规避。六、在 LifeOS 中如何调用与串联6.1 原生执行推荐路径LifeOS 的 Fabric 技能 采用Native Pattern Execution不依赖 fabric CLI直接由 Agent 读取模式文件并当作提示词应用。执行链路为User Request → Pattern Selection → Read Patterns/humanize/system.md → Apply → Return Results具体到humanize即Agent 读取 system.md 中的 IDENTITY、TASK、STEPS、EXAMPLES、OUTPUT INSTRUCTIONS 五段指令将其叠加到待改写的文本上一次性输出改写结果。完整流程细节见 ExecutePattern.md。6.2 显式点名模式当用户明确说出模式名如用 humanize 改一下这段文字时按 ExecutePattern.md 的规则直接使用该模式无需经过意图映射表。这符合该工作流中 If pattern is explicitly named: Use that pattern directly 的约定。6.3 与 fabric CLI 的配合在 LifeOS 中fabric CLI 仅在两种特殊场景下使用见 SKILL.md 的 Quick Referencefabric -y URL -p humanize——YouTube 转写文本的提取-y自动抽取字幕fabric -u URL -p humanize——URL 抓取兜底原生抓取失败、遇到 CAPTCHA 时。其余场景一律原生执行避免外部 CLI 的延迟与依赖。6.4 管道式串联与反复迭代README 明确建议发挥管道piping能力跨模式串联summarize的输出 →humanizeextract_wisdom的产出 →humanize自身迭代humanize的输出再喂给humanize本身反复打磨直至自然。这种设计让humanize成为 LifeOS 内容流水线的收尾环节适合在博客、报告、邮件等面向真实读者的产出上做最后一层自然化处理。6.5 效果边界提示综合 README 与 pattern_explanations.md 的描述使用前应明确三点边界检测器分数不稳定同一输出在不同检测器上可能从 15%Writer.com到 87%GPTZero不等不能把单一检测器分数当作质量唯一标准模型敏感性作者用 Gemini 测试其他模型表现可能不同建议自行组合尝试长文本注意上下文SKILL.md 的 Gotchas 提醒超长输入可能超出模式上下文限制可先分块或先用 summarize 类模式压缩。七、小结humanize是 LifeOS Fabric 技能库 中一个短小精悍却方法论完整的改写模式它以 system.md 中的身份设定、六项任务约束、七步处理流程和 17 组正反示例为内核以 README.md 中的完整输入输出对照与四家检测器实测数据为验证构成了「规则 → 执行 → 评估」的闭环。无论是直接用它在 LifeOS 中润色 AI 文本还是把 17 条对照规则移植到自己的 prompt 工程中它都是一份即取即用的参考实现。【免费下载链接】LifeOS⛰️ The Life Operating System — an intent engineering platform that moves you from your current state to your ideal state, in life and work.项目地址: https://gitcode.com/GitHub_Trending/pe/LifeOS创作声明：本文部分内容由AI辅助生成（AIGC），仅供参考