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How to Run AI Agent Simulations That Mirror the Real World (Guide)

231.9K views· 93 likes· 10:21· Apr 21, 2026

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Resources: OpenRouter: https://openrouter.plug.dev/6Htqpqi MiroFish GitHub: https://github.com/666ghj/MiroFish Zep Cloud: https://www.getzep.com/ Replit Template: https://replit.com/@DerekCheung9/Miro-Deployment Join the AI Automation Engineering Community: Go deeper — interact with me and the community, get feedback on your builds, and stay ahead of the curve 👉 https://www.skool.com/ai-automation-engineering-3014 Learn how to run AI agent simulations that mirror the real world — upload any document and watch autonomous agents with independent personalities and memories debate, interact, and evolve across dual social platforms. In this guide, I use a 2026 retail report to predict how Shopify small business owners, suppliers, and consultants react to digital transformation. Total cost: under $1. Includes free setup cheat sheet. You'll walk through the full 5-step pipeline: document upload and knowledge graph build with GraphRAG, automated agent persona generation with personality types and long-term memory, a dual digital universe simulation across Twitter-like and Reddit-like environments, ReACT-mode report analysis, and one-on-one agent interviews where you can interrogate any agent about their position. These AI agent simulations reveal insights you can't get from reading a report — because the perspectives emerge from grounded personas built from real documents. The entire simulation runs through a single API key with automatic fastest-provider routing. I also cover model fallbacks, Bring Your Own Key, and cost optimization so you can run your own AI agent simulations at scale. No local setup required — launch from a one-click Replit template. TIMESTAMPS: 0:00 - AI Agents Debating Shopify SMB Impact 0:30 - AI Agent Simulations: Use Cases & Pipeline Overview 2:00 - One-Click Launch on Replit 2:45 - API Configuration & Fastest-Provider Routing 3:45 - Step 1: Document Upload + Knowledge Graph Build 5:15 - Step 2: Automated Agent Persona Generation 6:00 - Step 3: Dual Digital Universe Simulation Run 7:45 - Step 4: ReACT-Mode Report Analysis 8:45 - Step 5: Interview Individual Agents One-on-One 9:30 - API Features, Fallbacks 10:15 - Outro #AIAgentSimulation #MultiAgentAI #AIPrediction #SimulationTutorial #Guide

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