AI Swarm Intelligence Engine

Predict Anything with Swarm Intelligence

MiroFish is a next-generation AI prediction engine. By extracting seed information from the real world — breaking news, policy drafts, financial signals — it constructs a high-fidelity parallel digital world where thousands of autonomous agents evolve and interact.

Upload seed materials, describe your prediction in natural language, and receive a detailed forecast report together with a deeply interactive simulated world.

For Decision Makers

A zero-risk rehearsal laboratory — test policies, public relations strategies, and financial scenarios before committing to real-world actions. Simulate thousands of possible futures in minutes.

For Creative Exploration

A creative sandbox for individual users — deduce novel endings, explore hypothetical scenarios, or model complex social dynamics. From serious forecasting to playful simulation.

Core Capabilities

Parallel World Simulation

Construct high-fidelity digital worlds populated by thousands of autonomous agents with distinct personalities and memory systems.

GraphRAG Knowledge Graph

Seed extraction and individual/collective memory injection with GraphRAG construction for deep context understanding.

Multi-Agent Evolution

Thousands of AI agents with independent personalities and long-term memory freely interact and undergo social evolution.

Dynamic Variable Injection

Inject variables dynamically from a god's-eye view to precisely deduce future trajectories in real time.

Prediction Reports

ReportAgent generates detailed prediction reports with a rich toolset for deep interaction with the post-simulation environment.

Deep Interaction

Chat with any agent in the simulated world or interact with ReportAgent for follow-up analysis and exploration.

How It Works

1
Graph Building
Upload seed material and inject individual/collective memory
2
Environment Setup
Entity extraction, persona generation, agent configuration
3
Simulation
Dual-platform parallel simulation with dynamic memory updates
4
Report Generation
ReportAgent produces detailed prediction reports
5
Deep Interaction
Chat with agents and explore simulation outcomes

Setup Required

MiroFish requires API keys to operate. Configure /home/tien/mirofish/.env with:

  • LLM_API_KEY — Any OpenAI-compatible API (Alibaba Qwen-plus recommended)
  • LLM_BASE_URL — API endpoint URL
  • LLM_MODEL_NAME — Model name (e.g. qwen-plus)
  • ZEP_API_KEY — Zep Cloud API key for agent memory (free tier available at app.getzep.com)