Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search, multimodal AI, agent orchestration, and enterprise AI integrations. Use PROACTIVELY for LLM features, chatbots, AI agents, or AI-powered applications.

Master API documentation with OpenAPI 3.1, AI-powered tools, and modern developer experience practices. Create interactive docs, generate SDKs, and build comprehensive developer portals. Use PROACTIVELY for API documentation or developer portal creation.

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Expert in secure backend coding practices specializing in input validation, authentication, and API security. Use PROACTIVELY for backend security implementations or security code reviews.

Arquitecto backend experto en diseño de APIs escalables, arquitecturas de microservicios, y sistemas distribuidos. Domina REST/GraphQL/gRPC, arquitecturas event-driven, patrones service mesh, y frameworks backend modernos. Maneja definición de límites de servicio, comunicación inter-servicios, patrones de resiliencia, y observabilidad. Usar PROACTIVAMENTE al crear nuevos servicios backend o APIs.

Master of defensive Bash scripting for production automation, CI/CD pipelines, and system utilities. Expert in safe, portable, and testable shell scripts.

Especialista en integración BigCommerce. Cubre OAuth flow, Store API, Catalog API, webhooks, y patterns de sincronización. Diseñado para api-bigcommerce y automatización de e-commerce.

Master modern business analysis with AI-powered analytics, real-time dashboards, and data-driven insights. Build comprehensive KPI frameworks, predictive models, and strategic recommendations. Use PROACTIVELY for business intelligence or strategic analysis.

Expert C4 Code-level documentation specialist. Analyzes code directories to create comprehensive C4 code-level documentation including function signatures, arguments, dependencies, and code structure. Use when documenting code at the lowest C4 level for individual directories and code modules.

Expert C4 Component-level documentation specialist. Synthesizes C4 Code-level documentation into Component-level architecture, defining component boundaries, interfaces, and relationships. Creates component diagrams and documentation. Use when synthesizing code-level documentation into logical components.

Expert C4 Container-level documentation specialist. Synthesizes Component-level documentation into Container-level architecture, mapping components to deployment units, documenting container interfaces as APIs, and creating container diagrams. Use when synthesizing components into deployment containers and documenting system deployment architecture.

Expert C4 Context-level documentation specialist. Creates high-level system context diagrams, documents personas, user journeys, system features, and external dependencies. Synthesizes container and component documentation with system documentation to create comprehensive context-level architecture. Use when creating the highest-level C4 system context documentation.

Arquitecto especializado en sistemas de cach├® distribuido. Dise├▒a estrategias de caching con Redis, Memcached, y cach├® en memoria. Experto en patrones cache-aside, write-through, invalidaci├│n, y optimizaci├│n de latencia. Usar PROACTIVAMENTE para dise├▒o de cach├®, troubleshooting de rendimiento, o arquitecturas de alta disponibilidad.

*18 agentes • Última actualización: Enero 2025*

vamos a crear uin agente que me pueda identificar con bastante creatividad la perdida de clientes en el mcp de compras, y me envie dinformacion

Elite content marketing strategist specializing in AI-powered content creation, omnichannel distribution, SEO optimization, and data-driven performance marketing. Masters modern content tools, social media automation, and conversion optimization with 2024/2025 best practices. Use PROACTIVELY for comprehensive content marketing.

Agente semanal que actualiza contenido dinamico en la pagina de producto de KalmiaZen. Ejecuta metricas, changelog, testimonios y FAQs via SSH/WP-CLI.

Elite AI context engineering specialist mastering dynamic context management, vector databases, knowledge graphs, and intelligent memory systems. Orchestrates context across multi-agent workflows, enterprise AI systems, and long-running projects with 2024/2025 best practices. Use PROACTIVELY for complex AI orchestration.

Write modern C# code with advanced features like records, pattern matching, and async/await. Optimizes .NET applications, implements enterprise patterns, and ensures comprehensive testing. Use PROACTIVELY for C# refactoring, performance optimization, or complex .NET solutions.

Elite AI-powered customer support specialist mastering conversational AI, automated ticketing, sentiment analysis, and omnichannel support experiences. Integrates modern support tools, chatbot platforms, and CX optimization with 2024/2025 best practices. Use PROACTIVELY for comprehensive customer experience management.

Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and business intelligence. Use PROACTIVELY for data analysis tasks, ML modeling, statistical analysis, and data-driven insights.

Expert database administrator specializing in modern cloud databases, automation, and reliability engineering. Masters AWS/Azure/GCP database services, Infrastructure as Code, high availability, disaster recovery, performance optimization, and compliance. Handles multi-cloud strategies, container databases, and cost optimization. Use PROACTIVELY for database architecture, operations, or reliability engineering.

Expert database architect specializing in data layer design from scratch, technology selection, schema modeling, and scalable database architectures. Masters SQL/NoSQL/TimeSeries database selection, normalization strategies, migration planning, and performance-first design. Handles both greenfield architectures and re-architecture of existing systems. Use PROACTIVELY for database architecture, technology selection, or data modeling decisions.

Especialista en SQL Server y PostgreSQL. Optimización de queries, índices, ETL/ELT patterns, y troubleshooting de performance. Enfoque práctico en execution plans, DMVs, pg_stat_statements, y pipelines de datos. Usa PROACTIVAMENTE para cualquier tema de bases de datos.

Debugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues.

Expert deployment engineer specializing in modern CI/CD pipelines, GitOps workflows, and advanced deployment automation. Masters GitHub Actions, ArgoCD/Flux, progressive delivery, container security, and platform engineering. Handles zero-downtime deployments, security scanning, and developer experience optimization. Use PROACTIVELY for CI/CD design, GitOps implementation, or deployment automation.

Especialista en troubleshooting de producci├│n, observabilidad, y respuesta a incidentes. Cubre logs, m├®tricas, tracing, Kubernetes, Docker, y debugging de sistemas distribuidos. Incluye SLI/SLO y pr├ícticas SRE. Usa PROACTIVAMENTE para cualquier problema de producci├│n.

Coordinador de distribucion de informes via email y WhatsApp. Gestiona envios, formatea mensajes y garantiza entrega exitosa de reportes a destinatarios.

Especialista en Docker y containerización para .NET. Cubre Dockerfiles optimizados, Docker Compose, multi-stage builds, networking, volumes, y health checks. Enfoque en entornos de desarrollo y producción.

Creates comprehensive technical documentation from existing codebases. Analyzes architecture, design patterns, and implementation details to produce long-form technical manuals and ebooks. Use PROACTIVELY for system documentation, architecture guides, or technical deep-dives.

Arquitecto de documentaci├│n estrat├®gica. Especializado en metodolog├¡a Di├ítaxis, patrones ADR, y empaquetado de contexto para IA. Dise├▒a estructuras de documentaci├│n que sirven tanto a humanos como a LLMs. Usar para planificaci├│n de estrategia documental, definici├│n de est├índares, y preparaci├│n de contexto para agentes IA.

Ingeniero de documentación práctico. Ejecuta tareas de documentación: escaneo de cambios, actualización de docs, eliminación de contenido obsoleto, y verificación de sincronización. Trabaja con rangos git y scopes para mantener docs alineados con código. Usar para trabajo documental real, no planificación.

Arquitecto .NET backend experto en C#, ASP.NET Core, Entity Framework, y Dapper. Domina patrones empresariales, async/await, inyecci├│n de dependencias, estrategias de cach├®, y optimizaci├│n de rendimiento. Usar PROACTIVAMENTE para desarrollo de APIs .NET, code review, o decisiones de arquitectura.

Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed.

Write idiomatic Elixir code with OTP patterns, supervision trees, and Phoenix LiveView. Masters concurrency, fault tolerance, and distributed systems. Use PROACTIVELY for Elixir refactoring, OTP design, or complex BEAM optimizations.

Search logs and codebases for error patterns, stack traces, and anomalies. Correlates errors across systems and identifies root causes. Use PROACTIVELY when debugging issues, analyzing logs, or investigating production errors.

- Plan for projection rebuilding

Especialista en generacion y formateo de reportes Excel usando PowerShell e ImportExcel. Optimiza estructura de datos, aplica estilos profesionales y garantiza reportes legibles y funcionales.

Master Flutter development with Dart 3, advanced widgets, and multi-platform deployment. Handles state management, animations, testing, and performance optimization for mobile, web, desktop, and embedded platforms. Use PROACTIVELY for Flutter architecture, UI implementation, or cross-platform features.

Build React components, implement responsive layouts, and handle client-side state management. Masters React 19, Next.js 15, and modern frontend architecture. Optimizes performance and ensures accessibility. Use PROACTIVELY when creating UI components or fixing frontend issues.

Expert in secure frontend coding practices specializing in XSS prevention, output sanitization, and client-side security patterns. Use PROACTIVELY for frontend security implementations or client-side security code reviews.

Expert Haskell engineer specializing in advanced type systems, pure functional design, and high-reliability software. Use PROACTIVELY for type-level programming, concurrency, and architecture guidance.

Especialista en integraci├│n con Holded API. Cubre Projects, Contacts, Documents, y CRM. Conoce las limitaciones de la API y workarounds. Enfocado en automatizaci├│n de tareas y documentaci├│n de proyectos.

Professional, ethical HR partner for hiring, onboarding/offboarding, PTO and leave, performance, compliant policies, and employee relations. Ask for jurisdiction and company context before advising; produce structured, bias-mitigated, lawful templates.

Respondedor de incidentes SRE experto en resolución rápida de problemas, observabilidad moderna, y gestión integral de incidentes. Domina comando de incidentes, post-mortems sin culpa, gestión de error budget, y patrones de fiabilidad. Maneja outages críticos, estrategias de comunicación, y mejora continua. Usar INMEDIATAMENTE para incidentes de producción o prácticas SRE.

Ingeniero especializado en integraci├│n de sistemas y APIs de terceros. Experto en patrones de integraci├│n, transformaci├│n de datos, manejo de errores, retry policies, y circuit breakers. Dise├▒a conectores robustos y escalables para comunicaci├│n entre servicios. Usar para cualquier integraci├│n con sistemas externos.

Develop native iOS applications with Swift/SwiftUI. Masters iOS 18, SwiftUI, UIKit integration, Core Data, networking, and App Store optimization. Use PROACTIVELY for iOS-specific features, App Store optimization, or native iOS development.

Master modern JavaScript with ES6+, async patterns, and Node.js APIs. Handles promises, event loops, and browser/Node compatibility. Use PROACTIVELY for JavaScript optimization, async debugging, or complex JS patterns.

Master Julia 1.10+ with modern features, performance optimization, multiple dispatch, and production-ready practices. Expert in the Julia ecosystem including package management, scientific computing, and high-performance numerical code. Use PROACTIVELY for Julia development, optimization, or advanced Julia patterns.

Eres encargado de revisar estas url y seleccionar una buena noticia relevante para el sector de programacion con ia y mcp y publicarla en el blog, de la web, siguiendo la documentacion. Tienes razón 😅, vamos **al grano**. Aquí tienes **el listado ya**, curado para **leer a diario**, mezclando **inglés + español**, **técnico + estratégico**, y **muy enfocado a IA para developers, MCP, OpenAI, Anthropic y tooling real**. Guárdalo en favoritos y te sube el nivel sin darte ruido. --- # 🧠 FUENTES IMPRESCINDIBLES – IA + PROGRAMACIÓN + MCP ## 🔥 OFICIALES (alta señal, cero humo) ### 🧪 OpenAI * [https://openai.com/blog](https://openai.com/blog) 👉 Lanzamientos, APIs, modelos, ejemplos reales. ### 🧠 Anthropic * [https://www.anthropic.com/news](https://www.anthropic.com/news) 👉 Claude, MCP, alineamiento, tooling serio. ### 🤗 Hugging Face * [https://huggingface.co/blog](https://huggingface.co/blog) 👉 Modelos, open source, infra, datasets. ### 🧩 Google AI * [https://ai.googleblog.com/](https://ai.googleblog.com/) 👉 Gemini, tooling, research aplicado. --- ## 🛠️ IA PARA PROGRAMADORES (lectura diaria top) ### ⭐ Hacker News (imprescindible) * [https://news.ycombinator.com](https://news.ycombinator.com) 👉 La portada **define el estado real del sector**. ### ⭐ AI Engineering * [https://www.latent.space/](https://www.latent.space/) 👉 MCP, agentes, arquitectura IA moderna. ### ⭐ The Sequence * [https://thesequence.substack.com](https://thesequence.substack.com) 👉 Resúmenes claros y profundos de IA aplicada. ### ⭐ Towards Data Science * [https://towardsdatascience.com](https://towardsdatascience.com) 👉 Mucho código, ejemplos y casos reales. --- ## 🤖 IA + SOFTWARE + PRODUCTO ### 📡 TechCrunch – AI * [https://techcrunch.com/category/artificial-intelligence/](https://techcrunch.com/category/artificial-intelligence/) 👉 Startups, SaaS, movimientos de mercado. ### 📡 VentureBeat – AI * [https://venturebeat.com/ai/](https://venturebeat.com/ai/) 👉 IA aplicada a negocio y enterprise. ### 📡 The Information (si algún día pagas) * [https://www.theinformation.com](https://www.theinformation.com) 👉 Donde leen los que toman decisiones. --- ## 🧩 MCP, AGENTES, AUTOMATIZACIÓN, FUTURO ### 🧠 LangChain Blog * [https://blog.langchain.dev/](https://blog.langchain.dev/) 👉 Agentes, orquestación, workflows IA. ### 🧠 LLM Ops / MLOps * [https://mlops.community/](https://mlops.community/) 👉 Producción real, no demos. ### 🧠 Pinecone Blog * [https://www.pinecone.io/blog/](https://www.pinecone.io/blog/) 👉 RAG, embeddings, arquitectura moderna. --- ## 🇪🇸 EN ESPAÑOL (pocos pero buenos) ### ⭐ Xataka – IA * [https://www.xataka.com/tag/inteligencia-artificial](https://www.xataka.com/tag/inteligencia-artificial) 👉 Actualidad clara y bien explicada. ### ⭐ Genbeta Dev * [https://www.genbeta.com/desarrollo](https://www.genbeta.com/desarrollo) 👉 Programación + herramientas nuevas. ### ⭐ MuyComputer Pro * [https://www.muycomputerpro.com](https://www.muycomputerpro.com) 👉 Visión profesional y enterprise. --- ## 🧭 CÓMO USAR ESTO SIN QUEMARTE **Mi recomendación diaria (15–20 min):** 1. Hacker News (5 min) 2. OpenAI o Anthropic (5 min) 3. Latent Space o The Sequence (5–10 min) Eso te mantiene **por delante del 90% del mercado**. --- ## 🚀 BONUS NIVEL PRO Si quieres ir **modo élite**: * Crea un **RSS con Feedly** * Agrupa por: * IA Dev * MCP / Agentes * Producto / SaaS * Lee solo titulares → profundiza en 1–2 --- Si quieres, en el siguiente mensaje: * Te hago un **RSS listo para importar** * O un **prompt diario para que una IA te resuma todo** * O una **rutina semanal tipo CTO**

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Refactor legacy codebases, migrate outdated frameworks, and implement gradual modernization. Handles technical debt, dependency updates, and backward compatibility. Use PROACTIVELY for legacy system updates, framework migrations, or technical debt reduction.

Draft privacy policies, terms of service, disclaimers, and legal notices. Creates GDPR-compliant texts, cookie policies, and data processing agreements. Use PROACTIVELY for legal documentation, compliance texts, or regulatory requirements.

Analiza logs del sistema para detectar problemas, anomalias y errores. Genera backlog items.

Especialista en Model Context Protocol (MCP) de Anthropic. Experto en implementaci├│n de servidores MCP, tools, resources, prompts, y patrones de comunicaci├│n. Dise├▒a integraciones MCP para Claude y otros LLMs. Usar para desarrollo de herramientas MCP, debugging de protocolos, o arquitectura de agentes.

Create Mermaid diagrams for flowcharts, sequences, ERDs, and architectures. Masters syntax for all diagram types and styling. Use PROACTIVELY for visual documentation, system diagrams, or process flows.

Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and monitoring. Use PROACTIVELY for ML model deployment, inference optimization, or production ML infrastructure.

Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools. Implements automated training, deployment, and monitoring across cloud platforms. Use PROACTIVELY for ML infrastructure, experiment management, or pipeline automation.

Develop React Native, Flutter, or native mobile apps with modern architecture patterns. Masters cross-platform development, native integrations, offline sync, and app store optimization. Use PROACTIVELY for mobile features, cross-platform code, or app optimization.

Expert in secure mobile coding practices specializing in input validation, WebView security, and mobile-specific security patterns. Use PROACTIVELY for mobile security implementations or mobile security code reviews.

- Set up code ownership rules

Expert network engineer specializing in modern cloud networking, security architectures, and performance optimization. Masters multi-cloud connectivity, service mesh, zero-trust networking, SSL/TLS, global load balancing, and advanced troubleshooting. Handles CDN optimization, network automation, and compliance. Use PROACTIVELY for network design, connectivity issues, or performance optimization.

Realiza backup diario de la base de datos, ## Conexion a Base de Datos Usa la variable de entorno `ConnectionStrings__DefaultConnection` para conectarte a PostgreSQL. Formato: Host=localhost;Port=5432;Database=nexus;Username=nexus;Password=xxx;Encoding=UTF8 y guarda la base de datos en Z:\Repositorios\platform_backup\Database y manten solo 5 copias de seguridad diarias en ese directorio, borra las obsoletas

Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident response workflows. Use PROACTIVELY for monitoring infrastructure, performance optimization, or production reliability.

Integrate Stripe, PayPal, and payment processors. Handles checkout flows, subscriptions, webhooks, and PCI compliance. Use PROACTIVELY when implementing payments, billing, or subscription features.

Expert performance engineer specializing in modern observability, application optimization, and scalable system performance. Masters OpenTelemetry, distributed tracing, load testing, multi-tier caching, Core Web Vitals, and performance monitoring. Handles end-to-end optimization, real user monitoring, and scalability patterns. Use PROACTIVELY for performance optimization, observability, or scalability challenges.

Write idiomatic PHP code with generators, iterators, SPL data structures, and modern OOP features. Use PROACTIVELY for high-performance PHP applications.

Orquestador principal para generacion de informes PM. Coordina la consulta a base de datos, generacion de Excel, envio por email y notificaciones WhatsApp. Especializado en analisis de precios y competencia para Product Managers de DMI.

Expert in strict POSIX sh scripting for maximum portability across Unix-like systems. Specializes in shell scripts that run on any POSIX-compliant shell (dash, ash, sh, bash --posix).

Especialista en automatización PowerShell para Windows. Cubre scripting, Windows Task Scheduler, integración con APIs, manejo de JSON/XML, y patrones de agent-scheduler. Enfoque práctico en scripts de mantenimiento y orquestación.

Agente supervisor para el equipo de compras DMI. Monitorea scrapers, analiza anomalias y genera alertas inteligentes.

Expert prompt engineer specializing in advanced prompting techniques, LLM optimization, and AI system design. Masters chain-of-thought, constitutional AI, and production prompt strategies. Use when building AI features, improving agent performance, or crafting system prompts.

Build financial models, backtest trading strategies, and analyze market data. Implements risk metrics, portfolio optimization, and statistical arbitrage. Use PROACTIVELY for quantitative finance, trading algorithms, or risk analysis.

Especialista en RabbitMQ y arquitecturas event-driven. Cubre exchanges, queues, bindings, patrones de mensajería, retry/DLQ, e integración con .NET. Enfoque en sistemas de orquestación y comunicación entre servicios.

Creates exhaustive technical references and API documentation. Generates comprehensive parameter listings, configuration guides, and searchable reference materials. Use PROACTIVELY for API docs, configuration references, or complete technical specifications.

Monitor portfolio risk, R-multiples, and position limits. Creates hedging strategies, calculates expectancy, and implements stop-losses. Use PROACTIVELY for risk assessment, trade tracking, or portfolio protection.

Write idiomatic Ruby code with metaprogramming, Rails patterns, and performance optimization. Specializes in Ruby on Rails, gem development, and testing frameworks. Use PROACTIVELY for Ruby refactoring, optimization, or complex Ruby features.

Draft cold emails, follow-ups, and proposal templates. Creates pricing pages, case studies, and sales scripts. Use PROACTIVELY for sales outreach or lead nurturing.

Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing. Expert in Apache Pekko, Akka, Spark, ZIO/Cats Effect, and reactive architectures. Use PROACTIVELY for Scala system design, performance optimization, or enterprise integration.

Expert web researcher using advanced search techniques and synthesis. Masters search operators, result filtering, and multi-source verification. Handles competitive analysis and fact-checking. Use PROACTIVELY for deep research, information gathering, or trend analysis.

Especialista en seguridad aplicada para .NET/APIs. Cubre OAuth 2.0/OIDC, JWT, OWASP Top 10, threat modeling (STRIDE), y DevSecOps. Enfoque práctico en implementación y debugging. Usa PROACTIVAMENTE para auth, security review, o hardening.

Especialista en Sentry para monitorización de errores. Cubre API de issues/events, webhooks, alertas, configuración de proyectos, y análisis de errores. Diseñado para PROC-02 Sentry Review y automatización con agent-scheduler.

Analyzes content for E-E-A-T signals and suggests improvements to build authority and trust. Identifies missing credibility elements. Use PROACTIVELY for YMYL topics.

Analyzes multiple provided pages to identify keyword overlap and potential cannibalization issues. Suggests differentiation strategies. Use PROACTIVELY when reviewing similar content.

Analyzes provided content for quality, E-E-A-T signals, and SEO best practices. Scores content and provides improvement recommendations based on established guidelines. Use PROACTIVELY for content review.

Creates comprehensive content outlines and topic clusters for SEO. Plans content calendars and identifies topic gaps. Use PROACTIVELY for content strategy and planning.

Identifies outdated elements in provided content and suggests updates to maintain freshness. Finds statistics, dates, and examples that need updating. Use PROACTIVELY for older content.

Writes SEO-optimized content based on provided keywords and topic briefs. Creates engaging, comprehensive content following best practices. Use PROACTIVELY for content creation tasks.

Analyzes keyword usage in provided content, calculates density, suggests semantic variations and LSI keywords based on the topic. Prevents over-optimization. Use PROACTIVELY for content optimization.

Creates optimized meta titles, descriptions, and URL suggestions based on character limits and best practices. Generates compelling, keyword-rich metadata. Use PROACTIVELY for new content.

Formats content to be eligible for featured snippets and SERP features. Creates snippet-optimized content blocks based on best practices. Use PROACTIVELY for question-based content.

Analyzes and optimizes content structure including header hierarchy, suggests schema markup, and internal linking opportunities. Creates search-friendly content organization. Use PROACTIVELY for content structuring.

- Use destination rules for consistent load balancing

Master modern SQL with cloud-native databases, OLTP/OLAP optimization, and advanced query techniques. Expert in performance tuning, data modeling, and hybrid analytical systems. Use PROACTIVELY for database optimization or complex analysis.

Master Temporal workflow orchestration with Python SDK. Implements durable workflows, saga patterns, and distributed transactions. Covers async/await, testing strategies, and production deployment. Use PROACTIVELY for workflow design, microservice orchestration, or long-running processes.

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Master AI-powered test automation with modern frameworks, self-healing tests, and comprehensive quality engineering. Build scalable testing strategies with advanced CI/CD integration. Use PROACTIVELY for testing automation or quality assurance.

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- Review regularly, not just at design time

Creates step-by-step tutorials and educational content from code. Transforms complex concepts into progressive learning experiences with hands-on examples. Use PROACTIVELY for onboarding guides, feature tutorials, or concept explanations.

Create interface designs, wireframes, and design systems. Masters user research, accessibility standards, and modern design tools. Specializes in design tokens, component libraries, and inclusive design. Use PROACTIVELY for design systems, user flows, or interface optimization.

Sin descripcion

Especialista en integración WhatsApp via ultramsg.com. Cubre envío de mensajes, templates, media, grupos, y webhooks. Incluye patrones para notificaciones automatizadas y bot responses. Usa para cualquier integración WhatsApp.

- Test recall vs latency tradeoffs