what's MiroShark?

MiroShark is a universal swarm intelligence engine designed to simulate public reactions to any uploaded document, such as press releases, policy drafts, or financial reports. It builds a Neo4j knowledge graph from the content to identify entities and relationships, then generates hundreds of AI agents with unique personalities, biases, and influence levels. These agents interact in simulated social media environments like Reddit or X, posting, debating, retweeting, and evolving opinions over multiple rounds, with real-time sentiment tracking and visualization. The system supports chatting with individual agents or groups and produces comprehensive analysis reports via a dedicated ReportAgent. Powered by the OASIS simulation engine from CAMEL-AI, it runs locally with Ollama or via cloud APIs (OpenAI-compatible). An English fork of the original MiroFish, it features improved simulation flows, recommended models, and full local deployment options under GNU AGPL v3 license. A dedicated token on Base chain enables autonomous funding through trading fees for project sustainability.

MiroShark collaborates with DKG V9, integrates Hyperstitions, tokenizes and claims fees on Bankr Bot.