Swarm intelligence engine for sports prediction - 6 AI agents analyze 971K+ matches across 57 years to forecast tennis outcomes. Built on MiroFish.
Multi-agent reasoning · Consensus scoring · Autonomous execution
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</div>NemoFish is a swarm intelligence platform that coordinates multiple AI agents to generate probabilistic forecasts for competitive sports events. Each agent brings a different analytical lens — statistical modeling, psychological profiling, market signal analysis, scenario simulation — and they reach consensus through weighted voting. The system then scores opportunities by expected value and can execute positions on prediction markets autonomously.
This project began as a fork of MiroFish, an open-source multi-agent simulation engine developed by the CAMEL-AI research community. We extended MiroFish with a full-stack sports analytics pipeline and a unified control room for real-time monitoring.
An R&D project by ASG Compute — exploring whether coordinated multi-agent reasoning can identify inefficiencies in prediction markets.
| Metric | Value |
|---|---|
| Historical matches analyzed | 971,320 |
| Unique players profiled | 33,962 |
| Tournaments covered | 9,201 |
| Years of ATP data | 1968 – 2026 (57 seasons) |
| Surfaces modeled | Hard · Clay · G |
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