MiroShark

Open-source AI swarm engine that simulates social media reactions to documents

PlatformWebfreeglobal

MiroShark is an open-source swarm intelligence engine that simulates hundreds of AI personas reacting to and debating a document — a press release, policy draft, or report — to reveal how sentiment and polarization might unfold before it's actually released. It is free and open source.

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Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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