Pipeline Stages
How Cassandra works
AI-powered probabilistic forecasts
Pipeline
Data Collection
Collectors
Signal Analysis
Analyst Agent
Prediction
Predictor Agent
Self-Calibration
Critic Agent
01
Collectors
Data Collection
Real-time monitoring of multiple data sources across the crypto ecosystem
Live price feedsCommunity pulseInfluencer signalsMarket sentiment
CoinGecko
Reddit
Twitter/X
News
On-Chain
GitHub
DeFi
Technicals
02
Analyst Agent
Signal Analysis
GPT-4 powered deep analysis extracts actionable insights from raw data
Entity extractionSentiment analysisImpact scoringPattern recognition
Entity extraction88%
Sentiment analysis72%
Impact scoring64%
Pattern recognition80%
03
Predictor Agent
Prediction
Bayesian inference combines evidence into calibrated probability forecasts
Prior integrationEvidence weightingUncertainty quantificationMulti-horizon
Prior integration92%
Evidence weighting78%
Uncertainty quantification56%
Multi-horizon70%
04
Critic Agent
Self-Calibration
Continuous learning loop tracks accuracy and refines predictions
Brier scoringCalibration curvesBias correctionModel updates
Brier scoring85%
Calibration curves76%
Bias correction68%
Model updates90%
Pipeline Output
0+
Signals/Day
<2s
Processing
0%
accuracy
24/7
Monitoring
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