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refoundai/ai-evals

Ayuda a los usuarios a crear y ejecutar evaluaciones de IA. Úsalo cuando alguien esté construyendo evaluaciones para productos de LLM, midiendo la calidad de modelos, creando casos de prueba, diseñando rúbricas o intentando medir sistemáticamente la calidad de la salida de IA.

¿Qué es ai-evals?

La habilidad refoundai/ai-evals permite a los usuarios crear y ejecutar evaluaciones de inteligencia artificial de manera estructurada, centrándose en productos basados en modelos de lenguaje grandes (LLM). Es útil para desarrolladores y equipos que buscan medir la calidad de las salidas de IA, diseñar casos de prueba sistemáticos, y establecer rúbricas de evaluación objetivas. Compatible con plataformas como Claude Code y Cursor, la habilidad guía al usuario en la definición de criterios de evaluación, la creación de conjuntos de pruebas y la ejecución de análisis cuantitativos y cualitativos. Al seguir su documentación SKILL.md, los usuarios pueden implementar flujos de trabajo de evaluación consistentes, identificar debilidades en los modelos, y tomar decisiones informadas para mejorar la precisión y utilidad de sus sistemas de IA.

Compatible con~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/refoundai/lenny-skills/tree/main/skills/ai-evals

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Documentación

¿Qué hace ai-evals?

Ayuda a los usuarios a crear y ejecutar evaluaciones de IA. Úsalo cuando alguien esté construyendo evaluaciones para productos de LLM, midiendo la calidad de modelos, creando casos de prueba, diseñando rúbricas o intentando medir sistemáticamente la calidad de la salida de IA.

Individual skills in this repo

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

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/building-with-llms

Help users build effective AI applications. Use when someone is building with LLMs, writing prompts, designing AI features, implementing RAG, creating agents, running evals, or trying to improve AI output quality.

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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