PulseAugur
EN
LIVE 01:07:01

Shanda's MiroFish engine simulates AI agents to predict future outcomes

By PulseAugur Editorial · [1 sources] ·

MiroFish, an open-source multi-agent simulation engine developed by Shanda Group, was released in December 2025 and quickly gained popularity, topping GitHub's Global Trending list in March 2026 with 69,800 stars. The engine aims to predict future outcomes by simulating the emergent behavior of thousands of AI agents, each with unique personalities and memories, interacting within a digital twin of a real-world scenario. Its workflow involves building a knowledge graph from input materials, setting up the simulation environment with distinct agent personas, running the simulation, and generating a detailed prediction report, with users able to interact with the simulation's agents. AI

IMPACT MiroFish offers a novel approach to prediction by simulating complex emergent behaviors of AI agents, potentially enhancing forecasting in various fields.

RANK_REASON The item describes an open-source project that utilizes AI agents for simulation and prediction, which is a tool rather than a core AI release or research paper.

Read on dev.to — LLM tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Shanda's MiroFish engine simulates AI agents to predict future outcomes

How we ranked this

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Tool
The item describes an open-source project that utilizes AI agents for simulation and prediction, which is a tool rather than a core AI release or research paper.
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
model release, product, other
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
45 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

Full methodology in our editorial standards.

COVERAGE [1]

  1. dev.to — LLM tag TIER_1 English(EN) · WonderLab ·

    Open Source Project #148: MiroFish — Shanda's Swarm Intelligence Prediction Engine That Builds Entire Digital Worlds to Forecast the Future

    <h2> Introduction </h2> <blockquote> <p>"Traditional forecasting tools fail not because they lack data, but because they ignore the emergent behavior that arises from individual interactions at scale."</p> </blockquote> <p>This is <strong>article #148</strong> in the "One Open So…

RELATED ENTITIES

RELATED TOPICS