Antigravity ML Engine

Walk-Forward Validated Crypto Picks • Transparent Reporting
v2.5 — Ensemble RF + GBT • 60+ Features • v1.5 Research Overhaul (Feb 23, 2026)
BACKTESTED (Historical)
Tested on 1700+ past candles per pair. NOT real money.
Profitable Pairs
Best BT Sharpe
Best BT Pair
FORWARD TEST (Live)
Real predictions tracked against live prices since launch.
Forward WR
Forward Sharpe
Forward P&L
Picks
📊 Why are all forward metrics zero?
1
Model trains on history — The ML ensemble (RF + Gradient Boost) is trained on 1700+ candles of historical data per pair, using walk-forward validation so it never sees future data.
2
Picks are generated on LIVE data — Every pick you see below was predicted using only data available at that moment. No look-ahead, no peeking, no hindsight. Each pick gets a timestamp (EST) of when it was made.
3
Picks must HIT TP or SL to count — A forward pick is "resolved" only when the live market price reaches either the Take Profit or Stop Loss level. Until then, the pick is active (being tracked). This typically takes 12-72 hours.
4
We launched today — The v2.1 engine (with regime detection) was deployed on Feb 22, 2026. There are currently 5 active forward picks being tracked. Once the first ones resolve (hit TP or SL), the Forward WR, Sharpe, P&L, and Picks count will update automatically.
🎯 When to expect first results: The model scans daily at 7 PM EST and hourly via Discord. With ATR-based TP/SL distances of 1.5-3%, most picks should resolve within 1-3 days. By end of Week 1, we should have 5-15 resolved forward picks with real win/loss data. DO NOT trade real money until we have 200+ resolved picks with positive expectancy (minimum 3 months).
Model Status
ML Active Picks
Alpha Engine Picks
Last Updated
Next Update
Schedule Hourly :10 (Discord) • Daily 7PM EST (Full Retrain)

Active Trading Systems — Live Signals

ML Crypto Predictor v1.5
XGBoost + LightGBM + RF ensemble with isotonic calibration, purged CV, meta-labeling filter. 36 pairs retrained. Scans every 12h.
Active Picks JSON Forward Stats JSON Closed Picks JSON
Alpha Engine (100 Strategies)
RSI-2, VIX Spike, Funding Rate, ICT FVG, On-Chain, Event-Driven. Scans every 30min.
Active Picks JSON Closed Picks JSON Live Dashboard
KIMI Rise of the Claw (81 Algos)
81 trading algorithms with elimination engine. Scans every 15min.
Live Signals JSON Live Dashboard

Forward Picks — Live Predictions with Full Reasoning

FORWARD-PICKS — Real predictions on unseen live data Loading...

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🔬 Failure Analysis & Tweaks

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Forward Test Results (LIVE)

Real Predictions vs Real Prices

Walk-Forward Backtest Results

BACKTESTED — Historical Data Only
These results are from backtesting on historical data — the model trained and tested on past candles using walk-forward validation (no look-ahead bias). They represent what the model would have done, not what it actually did with real money. Forward test results above show the real scorecard.

🗺️ Path to Success — Roadmap

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