LifeOS BeCreative 技能之 Idea Generation Template：基于深度思考 + Verbalized Sampling 的结构化创意生成指南

LifeOS BeCreative 技能之 Idea Generation Template基于深度思考 Verbalized Sampling 的结构化创意生成指南【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导读本文围绕 LifeOS 开源仓库中 BeCreative 技能包的 idea-generation-template.md 展开系统讲解其深度思考Deep Thinking 创意发散Creative Ideation两段式模板先破除思维定势再生成多样化的低概率候选方案最后从候选池中挑选最具突破性的方案输出。读完本文你将掌握可直接复用的完整 Prompt 模板、产品创新 / 商业策略 / 问题求解三类实战示例、Tree of Thoughts 高级分支探索法以及配套的创意评估框架与领域变体并理解其背后的 Verbalized Sampling 研究原理与在 BeCreative 技能中的工作流调用方式。一、模板的定位BeCreative 技能包中的头脑风暴专用模板在 LifeOS 的 BeCreative 技能中模板被划分为两类资源见 SKILL.md 的 Resource Index资源说明Assets/creative-writing-template.md创意写作专用模板Assets/idea-generation-template.md头脑风暴Brainstorming专用模板Idea Generation Template 面向的场景是发散式创意生成当用户提出brainstormideas forsolve this problem之类的请求时技能会路由到 IdeaGeneration 工作流而该工作流的核心指令结构正是来自这个模板。值得注意的边界来自 SKILL.md 的 Gotchas该模板面向快速单次发散式头脑风暴如果需要进行多轮进化式创意迭代Lamarckian 元学习应使用仓库中的 Ideate 技能而非本模板。理解这个边界有助于在实际项目中正确选型。二、核心模板深度思考 创意发散的两段式结构模板的核心是一段可直接复制到 Prompt 中的指令块其整体结构如下完整原文见 idea-generation-template.mdinstructions STEP 1 - DEEP THINKING (Deep Analysis): Before generating ideas, think deeply about this problem/challenge: - What fundamental assumptions underlie conventional solutions? - What would a solution look like from completely different industries or domains? - What if we inverted the problem or reframed it entirely? - What counterintuitive or paradoxical approaches might work? - What connections can we make across unrelated fields? - What would a 10x better solution look like vs. 10% better? - What are we not seeing because of our current perspective? STEP 2 - CREATIVE IDEATION: Based on your deep analysis, generate diverse approaches that: - Challenge obvious assumptions from your deep thinking - Draw from different industries, domains, and perspectives - Include unconventional or counterintuitive ideas - Consider solutions that dont yet exist - Prioritize brilliant and interesting over safe and conventional - Feel distinct and sophisticated Each idea should be well-developed with rationale from your analysis. /instructions [INSERT YOUR PROBLEM OR CHALLENGE HERE]2.1 STEP 1 —— 深度思考Deep Analysis该步骤在生成任何想法之前强制进行结构化分析七个提问各自针对一类思维盲区提问针对性常规方案背后有哪些根本假设暴露隐性约束完全不同的行业/领域会怎么做跨领域迁移如果把问题反转或重新定义重构问题框架哪些反直觉或悖论式方法可能有效突破常规路径能在无关领域之间建立什么连接交叉连接10x 改进 vs 10% 改进长什么样量级思维当前视角让我们看不到什么识别盲区2.2 STEP 2 —— 创意发散Creative Ideation在深度分析的基础上生成多样化方案其选择标准是brilliant and interesting优先于safe and conventional——这正是与普通给一个答案式 Prompt 的本质区别。每条想法还必须附带来自分析阶段的 rationale依据保证多样且成熟而非多样且单薄。三、三个可直接运行的完整示例模板给出了三个覆盖不同场景的完整 Prompt以下完整保留并给出使用说明。3.1 示例一产品创新Product Innovation完整 Prompt面向远程工作者生产力工具场景instructions STEP 1 - DEEP THINKING: Think deeply about productivity tools for remote workers: - What fundamental assumptions underlie conventional solutions? - What would a solution look like from completely different industries? - What if we inverted the problem or reframed it entirely? - What counterintuitive or paradoxical approaches might work? - What connections can we make across unrelated fields? - What would a 10x better solution look like vs. 10% better? STEP 2 - CREATIVE IDEATION: Generate diverse approaches based on your analysis that challenge assumptions, draw from different domains, and prioritize interesting over safe solutions. /instructions How can we create a productivity tool that actually increases wellbeing while improving output for remote knowledge workers?这是一个典型的约束叠加命题目标不是更好的生产力工具而是同时提升幸福感的生产力工具逼着模型跳出加功能提效率的单一路径。3.2 示例二商业策略Business Strategy完整 Prompt面向业务挑战场景instructions STEP 1 - DEEP THINKING: Think deeply about this business challenge: - What industry assumptions are we taking for granted? - What would competitors never do, and why might that be valuable? - How can we reframe this challenge completely? - What asymmetric advantages could we leverage? - What if we looked at this through the lens of a completely different industry? STEP 2 - CREATIVE IDEATION: Generate diverse strategies that: - Question industry assumptions - Consider what competitors would never do - Think about asymmetric advantages - Include at least one dangerous idea that could disrupt - Draw from unrelated industries for inspiration /instructions [INSERT YOUR BUSINESS CHALLENGE HERE]该变体的两个特色一是竞争对手绝不会做什么反其道而行之的蓝海视角二是明确要求至少包含一个危险的颠覆性想法防止输出过于温和。3.3 示例三问题求解Problem Solving完整 Prompt面向技术或业务问题场景instructions STEP 1 - DEEP THINKING: Think deeply about this problem: - Whats the root cause vs. the symptom were seeing? - Could we eliminate the problem instead of solving it? - What would prevention look like? - How could we flip this problem into an advantage? - What are the second-order effects were not considering? STEP 2 - CREATIVE IDEATION: Generate creative solutions that: - Consider both high-tech and low-tech approaches - Think about eliminating the problem vs. solving it - Include preventative approaches - Consider solutions that flip the problem into an advantage - Include at least one solution that feels too simple or unconventional /instructions [INSERT YOUR PROBLEM HERE]该变体的洞察在于区分消除问题与解决问题并刻意接受过于简单的方案——许多最优解恰恰因为太简单而被行业忽略。四、高级模式Tree of Thoughts 分支式头脑风暴对于需要系统性探索的复杂问题模板提供了Tree of Thoughts思维树模式其结构如下instructions STEP 1 - DEEP THINKING: Deeply analyze this problem from multiple angles: - What are the key decision points? - What fundamental approaches exist? - What are we assuming that might not be true? - Where do conventional solutions fail? STEP 2 - TREE OF THOUGHTS EXPLORATION: 1. Generate 3-5 radically different initial approaches 2. For the most promising approaches, develop 2-3 variations 3. Evaluate paths considering novelty, feasibility, and impact 4. Identify the most creative yet viable solutions EXPLORATION RULES: - First branch: Explore radically different paradigms - Second branch: Develop the most interesting directions - Evaluation: Balance novelty with feasibility - Consider combinations and hybrids /instructions [INSERT COMPLEX CHALLENGE HERE]该模式与技能包中的 TreeOfThoughts 工作流 一一对应。工作流将其落实为四步分支3-5 个根本不同的方法→ 扩充分支对最有前景的方向做变体→ 评估同时考虑创新性与可行性→ 合成融合最强元素成一个方案。工作流还给出了明确的完成判据各分支必须是根本不同的策略而非同一策略的不同规模最终方案必须说明吸收了哪些分支及原因合成结果必须兼顾新颖性与实际约束。在 BeCreative 技能的路由表中见 SKILL.md 的 Workflow Routing触发词为 complex problem、multi-factor、explore paths。五、更好的头脑风暴五个实用技巧模板附带的五个技巧可以叠加到任何变体中使用重新框定问题用How might we...代替We need to...把命令式陈述变成开放式可能增加约束例如...without increasing budget或...using only existing resources约束反而能激发创意反转问题先问如何让情况更糟再把得到的答案反转成解决方案跨领域授粉问其他行业/其他人会怎么做量级缩放思考在 10x 规模下如何运转或用 1/10 的资源如何做到这些技巧在 Templates.md 的 Idea Generation 模板 中有对应落地其发散阶段明确要求思考常规方案的假设其他行业的方案反转问题反直觉方法与模板 STEP 2 的生成约束一脉相承。六、想法评估框架从候选池中挑出真正的赢家模板强调拿到多样化想法之后不能直接动手必须经过评估。它给出了五个评估维度Most Novel最新颖哪个想法最出人意料Most Viable最可行哪个能最快落地实现Most Impactful影响最大哪个潜在效果最大Most Risky风险最高哪个可能大获成功或彻底失败Best Hybrid最佳混合能否融合多个想法的要素这一框架与 IdeaGeneration 工作流的Done when判据互补见 IdeaGeneration.md该工作流要求最终输出的方案必须说明它为何优于常规答案且 5 个候选方案必须建立在不同的底层假设之上而非一个方案的五种缩放同时至少有一个方案来自问题主领域之外的领域。这两组标准配合使用可以防止评估流于形式。七、领域变体四种场景的模板微调模板提供了四类领域微调指令可按需追加到 STEP 2 中领域追加指令适用说明技术创新Consider both cutting-edge tech and creative use of existing technology既要前沿技术也要对现有技术的创造性复用社会/流程创新Focus on changing behavior and incentives, not just adding features改变行为与激励机制而非单纯加功能创意项目Prioritize emotional impact and unexpected experiences优先情感冲击与意外体验商业模式Challenge revenue model assumptions and consider unconventional value exchanges挑战收入模型假设思考非常规价值交换在技能包的 DomainSpecific 工作流 中artistic、business innovation等触发词会进入对应领域流程Templates.md 还提供了 Artistic Creativity 与 Business Innovation 两个更完整的领域模板分别强调跨艺术形式连接 情感影响 观众体验与挑战商业模式假设 客户心理 可扩展性。八、原理纵深为什么先深想再发散有效模板的方法论并非凭空设计其底层原理记录在技能的 ResearchFoundation.md 中核心是两大技术8.1 Verbalized Sampling言语化采样对抗典型性偏差依据 Zhang et al., 2024arXiv:2510.01171的研究要求模型生成多个**带概率标注p0.10**的候选可将创意多样性提升1.6–2.1 倍质量提升25.7%其机制是绕过对齐训练数据中的典型性偏差typicality bias——模型默认倾向输出出现概率最高、最安全常见的答案这正是问模型要创意却得到最俗套答案的根源强制探索低概率选项才能逼出真正新颖的想法。8.2 Extended Thinking深度思考保证质量深度推理允许意想不到的连接自然形成减少对第一反应/显而易见答案的依赖让每个候选方案都得到深度、成熟的展开。8.3 两者为何必须组合使用Principles.md 总结了组合逻辑Verbalized Sampling 提供多样性深度思考提供质量两者互补——只在内部生成 5 个候选不污染输出最终只向用户呈现精选后的最佳方案。这一设计同时对抗两大失效模式模式坍缩mode collapseVS 解决与浅层思考shallow thinking深度思考解决。需要注意的是见 SKILL.md 的 GotchasVerbalized Sampling 依赖 extended thinking 开启才能生效使用本模板时不应关闭扩展思考同时 1.6–2.1x 的多样性提升来自特定基准条件真实场景中的提升幅度会随 Prompt 类型变化。九、在 LifeOS 中使用模板的完整闭环模板在 LifeOS 中不是孤立文本而是嵌入了技能执行闭环路由当用户请求匹配 brainstorm、ideas for、solve this problem 等触发词时Workflow Routing技能路由到 IdeaGeneration 工作流通知工作流启动时执行本地语音通知POST 到http://localhost:31337/notify见 IdeaGeneration.md同时在终端输出文本通知执行在 extended thinking 内部按模板完成深度思考 生成 5 个 p0.10 候选 挑选突破性方案最终只输出一个带理由的最佳答案记录工作流完成后向~/.claude/LIFEOS/MEMORY/SKILLS/execution.jsonl追加一条 JSONL 执行日志含技能名、工作流名、输入摘要、状态、耗时。这套闭环保证了模板既能产出高质量创意又能被 LifeOS 的记忆与可观测性体系追踪。十、关键原则速查模板末尾的五条原则是整个方法论的浓缩可与 Principles.md 相互印证Deep Thinking First深度分析产生的好想法胜过快速头脑风暴Diversity Through Perspective不同视角产生不同解Quality Over Quantity成熟发展的想法优于大量肤浅想法Challenge Assumptions最好的想法往往来自质疑约束本身Cross-Domain Thinking其他领域的解法往往能出色地迁移。对应到 Principles.md 的实践要求始终将 VS 与深度思考搭配使用、内部生成一次输出、每条候选挑战不同假设、在领域交叉处制造意外连接、拥抱低概率想法、并在新颖性与可理解性之间保持平衡。结语Idea Generation Template 的价值在于把创意从玄学变成可重复执行的工程流程先深度思考破除思维定势再通过 Verbalized Sampling 在低概率空间中生成 5 个多样化候选最后用明确的评估标准挑出最具突破性的方案。无论你是在 LifeOS 中调用 BeCreative 技能还是想把这套模板迁移到自己的 Agent 工作流都可以直接复制上文的核心指令块替换[INSERT YOUR PROBLEM OR CHALLENGE HERE]为你的实际问题即可开始使用。相关原始材料可继续查阅 idea-generation-template.md、IdeaGeneration 工作流、ResearchFoundation.md 与 Templates.md。【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