Trading Bots·2025·Quant trader

Solana ML Signal Bot

A machine-learning model that scores Solana tokens live and trades the strongest signals.

PythonMLSolana

ML signals

Headline result

The challenge

The client had a strategy idea but no way to turn noisy on-chain and market data into reliable, automated entry/exit signals.

What we built

We built a feature pipeline over on-chain + market data, trained and backtested an ML model to score tokens, and wired the live signals into a risk-managed execution engine with position sizing and stop logic.

Results

Backtested + walk-forward validated model
Live scoring feeds risk-managed execution
Configurable thresholds and sizing