--- title: "Oráculo: A Digital Twin of Chile · Alexander Frings" description: "A multi-agent simulation engine to support decisions at CRTIC. From real Chilean signals it builds a knowledge graph, generates dozens of synthetic people…" image: "https://apexdesign.cl/og/oraculo.jpg" url: "https://apexdesign.cl/en/files/oraculo" lang: en content-signal: "search=yes, ai-input=yes, ai-train=no" --- # Oráculo: A Digital Twin of Chile Oráculo: A Digital Twin of Chile: a project by Alexander Frings (2026), in the Applied AI family. A multi-agent simulation engine to support decisions at CRTIC. From real Chilean signals it builds a knowledge graph, generates dozens of synthetic people and has them debate in a social simulation, to rehearse possible futures before deciding. A fork of the open-source MiroFish engine, adapted and tested end to end in Spanish on a local LLM, at zero cost. ![Image of the project Oráculo: A Digital Twin of Chile](https://apexdesign.cl/projects/oraculo.webp) ## Project file - **Year:** 2026 - **Family:** [Applied AI](https://apexdesign.cl/en/files) - **Author:** [Alexander Frings](https://apexdesign.cl/en/about), Design Engineer with an MSc in Innovation and Design - **Map:** [Tool, on the digital side](https://apexdesign.cl/en/map) ## Technologies and topics - Agentes - Simulación multi-agente - GraphRAG - LLM local - Ollama - Python - CRTIC ## Related services - [Automations and agents](https://apexdesign.cl/en/services#automatizaciones-y-agentes): Teams with repetitive processes: expense reports, documents, queries, customer care. - [Operations and data flows](https://apexdesign.cl/en/services#organizacion-operativa-y-flujos-de-datos): Teams that want to put order into how they work: processes, information, tools. ## Related projects - [ActiveUnlock: Exergaming](https://apexdesign.cl/en/files/activeunlock) (2026), shares CRTIC: CRTIC research and prototype on body-tracked physical play to increase active breaks at work. Using MediaPipe as the computer-vision engine, it proposes a… - [CRTIC-Chat](https://apexdesign.cl/en/files/crtic-chat) (2026), shares CRTIC: CRTIC's own conversational assistant built on nanochat, Andrej Karpathy's small open language model. It is fine-tuned on a synthetic dataset that represents… - [Digital Signage with Audience AI](https://apexdesign.cl/en/files/digital-signage) (2026), shares CRTIC: Digital signage that reacts to who is looking at it. On the screen's own hardware, a vision model estimates presence, attention (where the person is looking)… - [PortugalEdge: Live Detection by Distillation](https://apexdesign.cl/en/files/portugaledge) (2026), shares Python: Detect, live and at over 30 frames per second, only the Portugal players in a match. A large vision-language model, slow but able to understand “the ones in… - [Smart Expense Agent](https://apexdesign.cl/en/files/agente-rendiciones) (2024), shares Agentes: AI agent connected to WhatsApp to receive and process photos of financial documents. Computer vision + NLP to extract data, detect anomalies and structure… - [Gus: AI Brand Assistant](https://apexdesign.cl/en/files/gus-asistente-marcas) (2024), shares Agentes: A platform of AI agents for the food business, born as a thesis for UAI's MSc in Innovation and Design. n8n automation for small owners: it manages the brand… ```json {"@context":"https://schema.org","@graph":[{"@type":"WebSite","@id":"https://apexdesign.cl/#website","name":"APEX OS","alternateName":"APEX OS · Alexander Frings","url":"https://apexdesign.cl/","description":"Design, engineering and AI. Explore the work as if it were a computer.","inLanguage":["es","en"],"author":{"@id":"https://apexdesign.cl/#person"},"publisher":{"@id":"https://apexdesign.cl/#person"}},{"@type":"Person","@id":"https://apexdesign.cl/#person","name":"Alexander Frings","url":"https://apexdesign.cl/en/about","description":"Alexander Frings is a Design Engineer with an MSc in Innovation and Design and an AI researcher at CRTIC, pronounced \"critic\": the Center for Technological Revolution in Creative Industries. Based in Santiago, Chile.","jobTitle":["Design Engineer","AI researcher"],"affiliation":{"@type":"Organization","name":"CRTIC","alternateName":"Center for Technological Revolution in Creative Industries"},"address":{"@type":"PostalAddress","addressLocality":"Santiago","addressCountry":"CL"},"knowsLanguage":["es","en","ja"],"knowsAbout":["ComfyUI","StreamDiffusion","TouchDesigner","MadMapper","body tracking","interactive projection","agents","Claude API","n8n","WhatsApp","computer vision","VLMs","LoRA","edge detectors","local LLMs","Claude Code","Python","Grasshopper","Rhino","CNC","laser","3D print","robotic arm","brand identity","UI/UX","worldbuilding","product design"],"sameAs":["https://www.linkedin.com/in/alexander-frings-526821227/","https://www.instagram.com/alexfrings/","https://github.com/DGApex"]},{"@type":"WebPage","@id":"https://apexdesign.cl/en/files/oraculo#page","url":"https://apexdesign.cl/en/files/oraculo","name":"Oráculo: A Digital Twin of Chile · Alexander Frings","description":"A multi-agent simulation engine to support decisions at CRTIC. From real Chilean signals it builds a knowledge graph, generates dozens of synthetic people…","inLanguage":"en","isPartOf":{"@id":"https://apexdesign.cl/#website"},"mainEntity":{"@id":"https://apexdesign.cl/en/files/oraculo#work"}},{"@type":"CreativeWork","@id":"https://apexdesign.cl/en/files/oraculo#work","name":"Oráculo: A Digital Twin of Chile","description":"A multi-agent simulation engine to support decisions at CRTIC. From real Chilean signals it builds a knowledge graph, generates dozens of synthetic people and has them debate in a social simulation, to rehearse possible futures before deciding. A fork of the open-source MiroFish engine, adapted and tested end to end in Spanish on a local LLM, at zero cost.","url":"https://apexdesign.cl/en/files/oraculo","dateCreated":"2026","genre":"Applied AI","keywords":"Agentes, Simulación multi-agente, GraphRAG, LLM local, Ollama, Python, CRTIC","inLanguage":"en","creator":{"@id":"https://apexdesign.cl/#person"},"image":["https://apexdesign.cl/og/oraculo.jpg","https://apexdesign.cl/projects/oraculo.webp"]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://apexdesign.cl/en"},{"@type":"ListItem","position":2,"name":"Projects","item":"https://apexdesign.cl/en/files"},{"@type":"ListItem","position":3,"name":"Oráculo: A Digital Twin of Chile","item":"https://apexdesign.cl/en/files/oraculo"}]}]} ```