CIPHER is currently in beta · Live testing in progress · Expect changes

Track Record

CIPHER has been trained and tested across thousands of simulated sessions on real Binance historical data. Every metric below is after transaction fees — no paper-trading inflation.

Best Win Rate

88.9%

Training Sessions

5,500+

Knowledge Insights

3,072

Active Pairs

4

Exchange

Binance

Status

Active

What the Metrics Mean

Win Rateis the percentage of closed trades that ended profitable, after fees. A trade is a win if the exit price minus 0.1% fee on both entry and exit leaves a positive P&L. No cherry-picking, no pre-fee numbers.

Training Sessions is the number of complete market episodes CIPHER has trained and been evaluated on. Each session covers a 144-day window of hourly candles for one pair — thousands of decision points per session.

Version History

CIPHER-min-3ActiveCurrent version. 208 days of training data (10x more than min-2). LSTM validation with early stopping, scaler fitted on train split only, gamma tuned for crypto. 11 fixes for data leakage, overfitting, and training quality.
CIPHER-min-2ArchivedAdded short selling, 4-action space, smart exit rewards, and 70/15/15 data split. Fixed RSI clamping and reward hacking.
CIPHER-min-1Archived5,583 training sessions. Built the core signal engine and knowledge retrieval system that everything since has been built on.

Important Disclaimer

Past performance doesn't guarantee future results. CIPHER's numbers come from historical simulation and ongoing training on Binance data. Crypto markets are volatile. Use position sizes you can afford to lose, and don't treat any backtest as a promise.