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Evolucionando el Customer Experience: Arquitectura de Agentes Multimodales con n8n 🚀
En el ecosistema actual de automatización, el reto no es solo responder, sino gestionar la intencionalidad y la consistencia de los datos. Les comparto la arquitectura técnica detrás de mi último despliegue para una barbería líder en Bogotá.
🎯 El Desafío: Procesar consultas desestructuradas (mensajes de texto y notas de voz) sin perder el contexto de la conversación ni "alucinar" con datos financieros o de inventario.
🛠️ Stack Tecnológico:
Orquestación: n8n operando en VPS.
LLMs: Llama 3.3-70b (vía Groq) para razonamiento avanzado y Gemini 2.5 Flash para transcripción multimodal.
Data & Memory: PostgreSQL (Memoria persistente) y Redis (Gestión de estados).
RAG: Supabase Vector Store para recuperación de políticas corporativas.
💡 Diferenciadores Técnicos del Workflow:
1️⃣ Manejo de Buffer Inteligente: Implementé una lógica en Redis para agrupar mensajes fragmentados. El flujo espera un intervalo de 7 segundos antes de procesar, optimizando el consumo de tokens y garantizando que el agente analice la consulta completa del cliente.
2️⃣ RAG Híbrido & Tooling: El agente no solo recupera documentos semánticos de Supabase; cuenta con una herramienta conectada a Google Sheets para validar stock real y precios vigentes antes de emitir cualquier respuesta.
3️⃣ Pipeline de Conocimiento Automatizado: Flujo paralelo vía Google Drive. Al subir un nuevo PDF operativo, el sistema genera embeddings e indexa la información automáticamente, manteniendo al agente actualizado en tiempo real.
4️⃣ UX Conversacional: Salida parseada en JSON que permite entregar respuestas modulares, simulando una interacción humana y profesional.
La automatización de procesos ya no es una ventaja competitiva, es la infraestructura crítica del presente. 📈
¿Cómo están resolviendo ustedes la persistencia de memoria y el manejo de estados en sus agentes de IA? ¡Debatamos en los comentarios! 👇
#n8n #ArtificialIntelligence #RAG #CustomerExperience #WorkflowAutomation #Groq #LowCode #TechInnovation
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I created MINDGUESS AI around a concept I found genuinely fascinating:
“What if an AI could understand what you’re thinking only through small hints and patterns?”
The idea behind the project was to design an AI experience where users give subtle clues about a character, object, animal, or personality, and the AI intelligently predicts what they are thinking about. I wanted the interaction to feel immersive and futuristic, almost like communicating with a digital mind capable of intuition and reasoning.
Instead of building a typical chatbot interface, I focused on creating a cinematic sci-fi experience that visually represents intelligence, prediction, and human-AI connection. Every element on the page, from the glowing holographic UI to the neon atmosphere and live statistics panels, was designed to make users feel like they are interacting with an advanced AI entity rather than a simple guessing game.
The purpose of MINDGUESS AI is not just entertainment, but to explore how AI can interpret human hints, behavior, and decision patterns in an engaging and visually immersive way.
Steps I used for the project:
I designed the complete landing page and futuristic user experience inside Melius, focusing on cyberpunk-inspired visuals, cinematic lighting, holographic interface elements, and immersive composition. I refined multiple prompt variations to achieve the perfect balance between realism, futuristic aesthetics, and interactive storytelling. The entire concept was built around making the AI feel intelligent, mysterious, and alive.
Feedback on my experience using Melius:
Melius made the creative process feel very fluid and experimental, especially while testing different futuristic concepts and visual directions. What I enjoyed most was the ability to iterate quickly and push cinematic design ideas without losing quality. One of the more challenging parts was balancing strong visual effects while still keeping the interface readable and functional, but overall the experience was smooth, inspiring, and highly creative from start to finish.
Xenatrix AI | Automation & Web Systems Freelancer
I build automation systems, custom dashboards, websites, and AI-powered workflows that help businesses reduce manual work and improve operations. Because apparently humans decided spreadsheets, repeated tasks, and copy-pasting across 14 apps should continue forever.
My work focuses on practical business solutions, not “cool tech demos” that collapse the second a real client clicks a button.
What I Build
AI Automation Systems
WhatsApp & Workflow Automation
Custom Admin Dashboards
Web Applications & Management Systems
Business Websites & E-Commerce Stores
API Integrations & CRM Automation
AI Voice Bot Workflows
Landing Pages & Business Tools
Technologies & Tools
n8n Automation
Laravel
Django & Python
WordPress
REST APIs
MySQL
HTML, CSS, JavaScript
AI Integrations & Workflow Systems
Selected Projects
AI Restaurant Automation System with 400+ node workflow, AI voice bot, and admin dashboard
Restaurant Management Dashboard for operations and order management
School Website & Attendance Management System
Custom E-Commerce Website
Corporate Business Website
Construction Calculator Web Tool
I focus on building scalable, clean, and business-oriented systems that save time, reduce repetitive work, and improve operational efficiency. Tiny miracle, really.
Stop burning hours on manual tasks. Let's put your business on autopilot. 🚀
As founders and agency owners, your time is too valuable to be spent copying data between your CRM, spreadsheets, and emails.
I am an AI Operations Architect specializing in backend workflows (n8n, APIs, Groq LLM). To expand my international portfolio, I am running a highly exclusive introductory offer:
I will design, build, and deploy ONE completely custom automation workflow tailored to your specific business bottleneck for a flat fee of $60 - $100.
What I can build for you:
✅ Automated lead routing from your forms directly to your CRM & Slack.
✅ AI-powered document parsing and data extraction.
✅ Custom web scraping pipelines into Airtable/Google Sheets.
✅ Automated onboarding or email sequences.
The Catch?
There is no catch. This is a promotional rate. All I ask in return is an honest review on my Contra and LinkedIn profiles only if the system successfully saves your team 10+ hours a week. If it doesn't work, you don't pay.
You tell me the bottleneck, I build the machine.
Send me a direct message or click the link to my Contra Service below to claim this offer before I close it! 👇
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