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refoundai/building-with-llms

帮助用户构建高效的AI应用程序。适用于当有人正在使用LLM进行开发、编写提示词、设计AI功能、实现RAG、创建代理、运行评估或尝试提升AI输出质量时。

building-with-llms 是什么?

该技能旨在帮助开发者构建高效的AI应用程序,涵盖从提示工程到复杂系统集成的全流程。它适用于正在使用大型语言模型(LLMs)进行开发的团队或个人,包括编写提示词、设计AI功能、实现检索增强生成(RAG)、创建AI代理、运行评估以及优化AI输出质量等场景。该技能支持多种平台(如Claude Code、Cursor、Codex等),并基于其SKILL.md文档提供结构化指导。通过遵循最佳实践和详细的文档说明,用户可以显著提升AI应用的可靠性、准确性和效率。无论您是初学者还是经验丰富的开发者,该技能都能协助您减少试错成本,快速交付高质量的AI解决方案。

兼容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/refoundai/lenny-skills/tree/main/skills/building-with-llms

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文档

building-with-llms 是做什么的?

帮助用户构建高效的AI应用程序。适用于当有人正在使用LLM进行开发、编写提示词、设计AI功能、实现RAG、创建代理、运行评估或尝试提升AI输出质量时。

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

refoundai/ai-evals

Help users create and run AI evaluations. Use when someone is building evals for LLM products, measuring model quality, creating test cases, designing rubrics, or trying to systematically measure AI output quality.

refoundai/ai-product-strategy

Help users define AI product strategy. Use when someone is building an AI product, deciding where to apply AI in their product, planning an AI roadmap, evaluating build vs buy for AI capabilities, or figuring out how to integrate AI into existing products.

refoundai/analyzing-user-feedback

Help users synthesize and act on customer feedback. Use when someone is analyzing NPS responses, processing support tickets, reviewing user research, synthesizing feedback from multiple channels, or trying to identify patterns in customer input.

refoundai/behavioral-product-design

Help users apply behavioral science to product design. Use when someone is designing for habit formation, reducing friction, applying psychology to UX, increasing retention through behavioral principles, or using nudges to influence user behavior.

refoundai/brand-storytelling

Help users craft compelling brand narratives. Use when someone is defining brand strategy, writing company positioning, creating pitch narratives, developing messaging frameworks, or trying to make their company story more memorable.

refoundai/building-a-promotion-case

Help users get promoted at work. Use when someone is preparing for a promotion conversation, building their case for advancement, trying to understand what's blocking their promotion, or figuring out how to get to the next level in their career.

refoundai/building-sales-team

Help users build and scale their sales organization. Use when someone is hiring their first salespeople, deciding when to bring on sales leadership, structuring sales compensation, or transitioning from founder-led sales.

refoundai/building-team-culture

Help users build and maintain strong team culture. Use when someone is defining team values, creating psychological safety, onboarding to a new team, navigating cultural change, or building distributed team norms.

refoundai/career-transitions

Help users navigate career changes and pivots. Use when someone is considering a new role, transitioning into product management, evaluating job offers, taking a sabbatical, or feeling stuck in their current position.

refoundai/coaching-pms

Help users develop and coach product managers. Use when someone is managing PMs, creating development plans, running performance reviews, or trying to level up their PM team's capabilities.

refoundai/community-building

Help users build and grow product communities. Use when someone is starting a community, scaling an ambassador program, driving community-led growth, or choosing between user, developer, or partner communities.

refoundai/competitive-analysis

Help users understand and respond to competition. Use when someone is positioning against competitors, evaluating market threats, running competitive war games, or deciding how much to focus on competitors versus customers.

refoundai/conducting-interviews

Help users conduct effective hiring interviews. Use when someone is designing an interview loop, crafting interview questions, evaluating candidates in real-time, or building a structured interview process.

refoundai/conducting-user-interviews

Help users run better customer and user interviews. Use when someone is preparing for user research, planning discovery interviews, writing interview questions, analyzing interview findings, or trying to understand customer needs.

refoundai/content-marketing

Help users build content marketing strategies. Use when someone is starting a blog, building SEO, creating thought leadership content, or deciding on content formats and distribution channels.

refoundai/cross-functional-collaboration

Help users work effectively across functions. Use when someone is navigating PM-engineering relationships, resolving cross-team conflicts, building product trios, or improving handoffs between design, engineering, and product.

refoundai/defining-product-vision

Help users create compelling product visions. Use when someone is writing a vision statement, defining a long-term product direction, aligning teams on the future state, or distinguishing vision from strategy.

refoundai/delegating-work

Help users delegate effectively. Use when someone is struggling to let go of tasks, deciding what to delegate, building team autonomy, or balancing being hands-on vs hands-off.

refoundai/design-engineering

Help users understand and build design engineering capabilities. Use when someone is creating a design engineering function, hiring design engineers, or bridging the gap between design and engineering teams.

refoundai/designing-growth-loops

Help users design and optimize growth loops. Use when someone is building viral mechanics, designing referral programs, creating product-led acquisition, or figuring out how to make their product grow itself.

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