MiroShark
About

About MiroShark

MiroShark is a universal swarm-intelligence engine. You bring a scenario; it builds the world around it and lets hundreds of grounded AI agents live it forward - posting, arguing, trading, and changing their minds - so you can see how the world might react before it does.

What it is

Most tools tell you what one model thinks. MiroShark shows you what a crowd does. Describe a situation and it spawns a population of distinct agents, each grounded in real context, and runs them over simulated time. The output is emergent behavior - narratives that form, markets that move, minds that change - not a single answer.

Use it to explore counterfactuals and “what-if” questions: how a market, community, or public might react to an announcement, a policy, a product, or an event - and to red-team a message before you send it.

How it works

  1. Ingest

    You drop in a document or a scenario - a press release, a headline, a policy draft, an unanswerable question, a historical what-if.

  2. Build the world

    MiroShark extracts entities into a knowledge graph (Neo4j) and grounds hundreds of agent personas in it, so each one has a point of view rooted in real context.

  3. Run the loop

    Agents act hour by hour across three surfaces - a Twitter-like feed, a Reddit-like forum, and a prediction market - reacting to each other and to news you inject mid-run.

  4. Report

    You get a report of what happened, citing the actual posts and trades - not a summary invented after the fact.

Agents are grounded in a Neo4j knowledge graph and driven by open models via OpenRouter. Read the full architecture in the docs.

How pricing works

MiroShark is pay-per-run. A simulation costs about $1, settled at run time through the x402 payment protocol on Base. There is no subscription and no account tier - you pay for the runs you make.

See it run.

Simulate anything, for $1 & less than 10 min.

Run your first simRead the docs