MiroShark - Universal Swarm Intelligence Engine for AI agents
Simulate anything, for $1 & less than 10 min.
Drop in anything - a press release, a news headline, a policy draft, a question you can't answer, a historical what-if - and MiroShark spawns hundreds of agents that react to it hour by hour. Posting, arguing, trading, changing their minds.
Drop a scenario. Get a world.
You bring a scenario. MiroShark builds the world around it.
Hundreds of grounded agents. Twitter, Reddit, and a prediction market - hour by hour.
Chat with any of them. Drop breaking news mid-run. Fork the timeline.
Get a report on what happened, citing actual posts and trades.
From one prompt to a living world
Every run starts by reading your seed closely. MiroShark pulls the people, organizations, and claims it mentions into a knowledge graph, then casts that graph as a few dozen distinct agents - each with their own beliefs, incentives, and posting style. Nobody is a blank slate; everyone has something at stake.
Then the clock starts. The agents post and argue on a simulated Twitter and Reddit, take positions on a Polymarket-style prediction market, and revise their views as the story moves. You can step in at any point - message an agent directly, drop in breaking news, or fork the timeline to chase a different branch. When it settles, you get a cited report: who said what, how belief drifted, and where the market landed.
The path every run follows - a seed becomes a knowledge graph, the graph becomes grounded agents, and the agents play it out across Twitter, Reddit, and a prediction market before it's synthesized into a cited report.
Run it from your agent for $1
No account, no API key. MiroShark is a paid x402 endpoint - your agent POSTs a prompt, pays $1 USDC on Base or Solana, and gets back a live report URL. Copy the prompt below, paste it into your LLM or agent, and it knows the whole dance - POST x402.miroshark.xyz/run.
Built on MiroShark
Agents, products, and forks built on top of MiroShark - a live map of ECOSYSTEM.md.
Dive deeper
Read how a simulation works
The full pipeline end to end - entity graph, persona casting, the hour-by-hour round loop, and how the final report is built.
Wire up the x402 API
Pay $1 and launch a run from any agent or script over plain HTTP - copy-paste code for every runtime, no account required.
Launch one in your browser
Open the web app, drop in a scenario, and watch the swarm play it out live - nothing to install.
Browse the ecosystem
The agents, MCP servers, and partners already building on top of MiroShark.
Read notes from the lab
Write-ups and experiments - what we're learning from real runs and where the model surprises us.
Track the changelog
Every shipped change to the engine and the site, newest first.