The DeFiStar.io Predictive Intelligence Dashboard represents the first comprehensive meta-analysis platform in decentralised finance.
Rather than relying on a single predictive model, we synthesise signals from four independent Prediction Engine V1s, plus a beta-stage Deep Learning layer.
The predictions above are generated by a Python-based deep learning engine that operates alongside our standard PHP algorithms. It uses Long Short-Term Memory (LSTM) networks to learn sequential patterns in yield and liquidity data, combined with GARCH (Generalized Autoregressive Conditional Heteroskedasticity) to model volatility clustering.
Each prediction forecasts 7 days into the future and is verified when the target date arrives. The system trains separate models for each pool-metric combination and continuously learns from new data through incremental training. Predictions shown above have confidence scores greater than 65% and are awaiting verification.
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DeFiStar.io is an independent data utility. We do not accept listing fees, we do not have an affiliate relationship with protocols, and we do not sell financial products. Our rankings are 100% algorithmic based on on-chain liquidity and smart contract data.
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