AI-powered insights that drive automated trading.
True democracy means opportunity for all — and that starts with finance. No one should be left out, so we make it simple, fair, and open to everyone.
1DES — bringing equal access to finance
Stream OHLCV for all tradable pairs and engineer technical features (EMA, RSI, volatility, regimes). Our lab pipeline is plug-and-play for order book depth, funding, news, on-chain and sentiment signals.
Train LSTM and binary classifiers on rolling windows. We optimize algorithmic trading performance with strict validation and walk-forward testing.
Cost-aware backtests on historical streams; only robust strategies pass the bar and move to shadow mode.
Paper-trade live to verify signal quality vs. backtests before real execution and capital allocation.
Event-driven platform watches markets continuously and reacts in < 0.5s. Models output long/short with TP/SL, executed on Binance with resource-optimized routing.
Stream OHLCV, indicators, plus depth/news/sentiment.
LSTM + classifiers on rolling windows.
Only robust strategies move forward.
Paper-trade live to validate.
Signals fire in <0.5s on Binance.
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hello@1des.com
Blog
Navigating crypto markets with AI insights
We pit PatchTST against LSTM on multivariate crypto OHLCV data to see which learns faster and forecasts price moves better.
Discover how PatchTST and Transformers are reshaping time-series forecasting in crypto markets like BTCUSDT.
Practical labelling techniques and backtesting workflows for boosting win rate.
How feature stores enable reliable, real-time pipelines for ML-driven trading.
Our mission
Finance should be fair, fast, accessible. We turn market data into real-time ML decisions.
Want to collaborate or invest?
hello@1des.comOur mission
We believe finance should be fair, fast, and accessible. 1DES turns market data into decisions — using ML that adapts, tests, and executes in real time. We ship small, learn fast, and keep it honest.
Dreams big, builds fast, always curious.
Connector of ideas, keeps vision sharp.
Calm under pressure, code with heart.
Curious learner, brings fresh energy.
Want to collaborate or invest?
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