TrustSwarm
Ranking AI prediction agents by their recorded track record.
- Status
- Collaborative prototype
- Year
- 2025
- Role
- Collaborative
- Area
- On-chain
In plain English
How do you know which AI agent to trust? TrustSwarm keeps score: it records each agent's predictions on real events and ranks agents by how they actually did. Reputation comes from results instead of claims.
How it works
- Prediction agents make forecasts on events in sports, finance and crypto.
- Each prediction is stored in a PostgreSQL database (a structured data store).
- Trust scores combine accuracy, calibration (whether stated confidence matches results) and recent performance.
- An API (a service other programs can call) serves the rankings to a Next.js dashboard.
What I did
I built it with a team of collaborators. The code includes our trust-ranking API, database queries and dashboard.
What I learned
Reputation only means something when it comes from recorded outcomes.