Disenar extraccion estructurada Claude como contrato de datos: JSON Schema defensivo (required reales, union nullable, enum con valvula de escape), tool_choice forzado y parseo desde tool_use.input.

Pack de carrera (es): proceso de seleccion, entrevistas, negociacion, CV, onboarding, red. Topics: acta-formal, cierre-conversacion, cv-cover-optimizer, cv-enhancement, follow-up-email, gratitud-post-proceso, negociacion-oferta, onboarding-90-dias, proceso-seleccion-orchestrator, red-y-referencias, simulador-entrevista, validar-liquidacion-co.

Business analysis and change router: process modeling, requirements, feasibility, scenarios, enterprise change management, and workshops. Topics: business-process-modeling, change-management-enterprise, change-readiness, feasibility-validation, flow-mapping, requirements-engineering, scenario-analysis, workshop-design, workshop-facilitator.

Branded output generation: HTML/CSS/JS, DOCX, XLSX, PDF, vector art, folios, templates (MetodologIA DS tokens in references/brand). Topics: brand-art, brand-docx, brand-html, brand-pdf, brand-xlsx, branded-html-output, folio-generator, html-brand, presentation-design, xlsx-template-creator.

Software/system architecture router: API design, DDD, events, realtime, caching, performance, migrations, structured trade-off analysis. Topics: api-design, caching-strategy, domain-driven-design, event-architecture, migration-planning, performance-architecture, realtime-architecture, system-architecture, trade-off-analysis.

AI/LLM system architecture: software arch, pipelines, conops, design patterns, audit, implementation. Topics: ai-conops, ai-design-patterns, ai-pipeline-architecture, ai-software-architecture, audit, chatbot-design, embedding-strategy, fine-tuning-prep, implementation, prompt-engineering, rag-patterns, structured-output, voice-interface.

Construir el bucle de control agentico que enruta por stop_reason tipado con budget duro y handlers explicitos, no por prosa.

Multi-agent orchestration: workflow execution, triad composition, routing, parallelism, subagent monitoring, error recovery, and learning loops. Topics: continuous-learning, error-recovery-automation, intelligent-routing, multi-model-routing, parallel-workflow, socratic-debate, subagent-monitor, task-automation, triad-composition, workflow-orchestration.

Investigar dominios desconocidos (repos, datasets, corpus) con mapeo barato, budget de exploracion acotado y re-plan disciplinado que solo dispara al invalidar una hipotesis.

Accessibility router: WCAG audit, testing, accessible design, inclusive writing. Routes topic→playbook. Topics: audit, design, testing, writing.

Data engineering lifecycle: pipelines, quality, validation, migration, export, flow architecture. Topics: data-engineering, data-export, data-flow-architecture, data-migration, data-quality, data-validation, etl-patterns, schema-evolution.

Router for data governance work: privacy patterns, data strategy, catalog/documentation, audit-trail design, pipeline governance, data storytelling. Resolves a topic and loads exactly one playbook. Topics: audit-trail-design, data-documentation, data-governance, data-privacy-patterns, data-storytelling, data-strategy, pipeline-governance.

Cadencia de cierre diario: captura cerrado/pendiente/aprendido y siembra el dia siguiente (P10).

Decidir slash command vs skill y escribir su frontmatter de producción (context fork, allowed-tools whitelist, argument-hint) con el scope correcto, sin contaminar la sesión ni romper la replicabilidad del equipo.

Disena el ensamblado de la ventana de contexto de un agente para maximizar reuso de prefix/KV cache (estatico-first) y mitigar dilucion softmax con edge placement (curva en U) y compactacion sobre umbral fijo.

Estructurar memoria jerarquica CLAUDE.md user/team/module con at-imports y reglas condicionales por glob de ruta, optimizada para cache KV y precedencia por subpath.

Forja contenido brand-compliant MetodologIA desde lenguaje natural. Combina Brand Voice v4.0 (Minto-First + lista roja con prohibición de "gratis"/ "gratuito") con estética Neo-Swiss Clean and Soft Explainer (paleta exclusiva navy #122562 / gold #FFD700 / blue #137DC5 / dark #1F2833 / lilac #BBA0CC / gray #808080 + Poppins/Montserrat/Trebuchet). Genera Markdown, HTML self-contained, slide decks, posts LinkedIn, emails, playbooks. Activa para frases como "post MetodologIA", "playbook MetodologIA", "audita esta pieza con voz MetodologIA", "genera HTML brand-ready MetodologIA", "crea contenido con voz Minto", "reescribe esto con voz MetodologIA". Use proactively cuando el usuario pida contenido educativo o de marca MetodologIA.

Use proactively when the user asks to "aprender un tema", "ponerme al día", "hacer deep research", "preparar una certificación, entrevista o QBR", "configurar NotebookLM", "comprobar una investigación" or "auditar qué conocimientos siguen vigentes". Routes evidence-based learning through Aprender, Aprehender, (R)Evolucionar or Auditoría without promising mastery, treating model agreement as evidence, or persisting user state by default.

Pi Coding Agent adapter for command-per-file CLI workflows.

Use when converting Java source files to idiomatic Kotlin, when user mentions "java to kotlin", "j2k", "convert java", "migrate java to kotlin", or when working with .java files that need to become .kt files. Handles framework-aware conversion for Spring, Lombok, Hibernate, Jackson, Micronaut, Quarkus, Dagger/Hilt, RxJava, JUnit, Guice, Retrofit, and Mockito.