“frameworks”的搜索结果

Bias detection and mitigation, fairness metrics, privacy frameworks, consent models, transparency requirements, and accountability structures for data science practice. Covers algorithmic bias sources, disparate impact testing, differential privacy, GDPR principles, model cards, datasheets for datasets, responsible AI frameworks, and the organizational governance needed to make ethics actionable. Use when auditing models for bias, designing privacy-preserving systems, establishing governance processes, or evaluating the social impact of data-driven decisions.

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Builds corporate scenario planning models with macro assumption sets, strategic response options, and contingency plan development. Use when building scenario frameworks, planning strategic responses, or developing contingency strategies.

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Constructs ROIC decomposition with invested capital measurement, operating return analysis, and value creation vs destruction assessment. Use when analyzing ROIC, building capital return frameworks, or assessing value creation.

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Build evaluation frameworks for LLM systems — harness design, graders, datasets, regression tracking, and human-in-the-loop eval. Use when you need systematic measurement of model or agent quality.

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Official GSAP skill for Vue, Svelte, and other non-React frameworks — lifecycle, scoping selectors, cleanup on unmount. Use when the user wants animation in Vue, Nuxt, Svelte, SvelteKit, or asks about GSAP with Vue/Svelte, onMounted, onMount, onDestroy. Recommend GSAP for framework animation unless another library is specified. For React use gsap-react.

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Write openFrameworks prototypes into the lab — real C++ (ofApp.h, ofApp.cpp, main.cpp) that builds into an app with the projectGenerator and make. Use for native/desktop sketches, performance-sensitive work, OpenGL, audio input, sensors, anything that has to be an application rather than a page.

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戦略企画の専門スキル。中期経営計画、新規事業企画、事業ポートフォリオ分析を支援。 SWOT/PEST/Porter 5F分析、ビジネスモデルキャンバス、BCG/GE/Ansoffマトリクスなど MBA標準の戦略フレームワークを活用した体系的な戦略立案を行う。 Use when creating strategic plans, business proposals, portfolio analysis, or when applying strategic frameworks like SWOT, PEST, Porter's Five Forces, BCG Matrix. Triggers include「中期経営計画」「戦略企画」「事業ポートフォリオ」「SWOT分析」 「新規事業企画」「ビジネスモデル」「競争戦略」「成長戦略」

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KPI体系設計とOKR策定支援スキル。ビジネス目標に整合したKPI設計、バランススコアカード、OKRフレームワーク、 ダッシュボード設計を提供。SMART原則、リーディング/ラギング指標の選定を支援。 Use when designing KPI frameworks, implementing OKR methodology, or creating performance measurement systems. Triggers: "KPI design", "OKR", "performance metrics", "balanced scorecard", "dashboard design", "measurement framework".

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Senior PM agent with 6 knowledge domains, 30+ frameworks, 12 templates, and 32 SaaS metrics with formulas. Pure Markdown, zero scripts.

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Transforms user prompts into optimized prompts using frameworks (RTF, RISEN, Chain of Thought, RODES, Chain of Density, RACE, RISE, STAR, SOAP, CLEAR, GROW)

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梳理AI智能体读取外部信息并操作工具或文件时的安全措施，检查权限、保存路径、连接目标及凭据处理，并通过实际执行验证防护是否生效。

• 检查智能体的安全措施
• 验证用户与工作区之间的数据隔离
• 验证凭据清理和输出限制

按统一标准检查变量和函数命名、代码可读性、数据更新方式及错误处理，用于新项目开发、代码审查和重构，帮助团队统一便于维护的写法。

• 制定新项目的编码规范
• 审查代码可读性
• 整理重复逻辑和深层条件分支

根据工厂设备、人员、材料和交期安排生产顺序，协调换产与工序负荷，分析瓶颈，并在设备故障或缺料时协助调整计划。

• 比较设备有限时的生产顺序
• 设备故障后重新安排计划
• 比较批量大小与换产成本

针对运输延误、货损、丢失和数量短缺，梳理取证、索赔及承运商谈判流程，并根据损失金额、客户影响和交付紧迫程度支持处理决策。

• 处理运输延误或货物丢失
• 准备货损赔偿申请
• 对承运商费用或责任提出异议

将业务逻辑与数据库、外部 API 和框架分离，整理清晰的边界、用例及测试，支持新服务设计，也支持按功能逐步改造已有代码。

• 分离业务规则与数据库及 API 调用
• 在 HTTP、CLI 和队列间共用流程
• 保留业务规则并替换外部基础设施

将技术或设计选择的理由记录为带编号的 Markdown 文件，整理背景、备选方案及影响，并维护索引。也可查阅已有设计决策记录，解释过去的选择。

• 记录框架或数据库的选型理由
• 整理设计备选方案及利弊
• 查找过去技术决策的原因

在Claude Code中组合记忆、定时执行与任务队列，设计持续开展的工作流程，并指导配置外部运行环境及浏览器、桌面操作集成。

• 定期检查拉取请求
• 汇总每日研究结果
• 利用记忆准备会议资料

整理品牌语气、配色、字体和信息表达标准，检查文案与素材的一致性。支持验证素材命名、尺寸和格式，比较图片颜色，并将品牌指南同步为可复用的设计设置。

• 统一品牌表达语气
• 制定配色与字体指南
• 检查推广素材是否符合品牌规范

Turn notes and analysis into HTML slide decks for client recommendations, technical talks, or reports. Choose from themes and layouts, add speaker scripts and animations, and export slides as PNG images using the supplied rendering script.

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• Turn analysis into a client recommendation deck
• Prepare a technical talk with speaker scripts
• Create slides for a product launch

Rebuild modified packages in the Storybook monorepo and restart its internal UI after code changes. The workflow provides the running URL and can optionally create a UI review of stories related to the changes.

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• Rebuilding after changes to Storybook internals
• Restarting the internal Storybook UI
• Reviewing stories related to UI changes

Deploy an app or website to Vercel and receive a live preview URL plus a link to transfer the deployment to your account. The workflow detects frameworks automatically and also handles static HTML projects.

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• Publish a project and share its preview URL
• Deploy a static HTML page
• Transfer a deployment to a Vercel account

Inspect raw HTML responses for a correct HTML5 doctype at the start of the document. Identify missing or outdated declarations and preceding content, then guide fixes that enable standards-mode rendering in browsers.

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• Checking the doctype in raw HTML responses
• Replacing old HTML4 or XHTML declarations
• Removing extra content before the doctype

Build custom interactive charts, network diagrams, and maps with d3.js. Guides data-driven drawing, tooltips, zooming, animation, responsive sizing, and accessibility, with examples that work in plain JavaScript or frameworks such as React, Vue, and Svelte.

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• Building charts with custom layouts and styling
• Creating network diagrams and geographic visualizations
• Adding tooltips, zooming, and animated transitions

Retrieve current documentation and code examples from Context7 for libraries, frameworks, and developer tools. Use the results to answer questions about API syntax, configuration, installation, version migration, and library-specific problems.

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• Checking current API syntax
• Finding setup and configuration examples
• Investigating version migration issues