ATOM Logit-Pitchfork Expansion Strategy
Family: breakout · Regime: trending · Complexity: high · Asset classes: Crypto, Commodities · Timeframes: 15m
Thesis
Asset prices exhibit momentum 'bursts' when they break out of historical volume clusters (Value Areas). This strategy hypothesizes that such breakouts are tradable if a logistic regression model confirms directional bias, a volatility filter confirms trend health, and a geometric Pitchfork defines the path of least resistance. The edge lies in the confluence of structural exhaustion (Volume Map) and statistical probability (Logit).
Components
- Volume by Level Map (regime) — Defines the Value Area; trades are only initiated outside of high-volume nodes to target price discovery zones.
- XAU Trend Volatility Filter (XAU_TVF) (direction) — Ensures that momentum is accompanied by sufficient volatility pressure to sustain a breakout.
- ATOM Coefficient Indicator (logit) (entry) — Provides a statistical probability of direction based on pre-trained market structure features (FVGs, Liquidity).
- UT Bot Alerts (MQL5) (exit) — Acts as a trailing stop-loss mechanism that tightens based on realized volatility.
- Auto Pitchfork (risk) — Determines the dynamic structural boundaries for stop-loss placement and position sizing.
- Rate of Change (by PK) (confirmation) — Confirms that the price velocity is accelerating in the direction of the logit bias.
Known failure conditions
- Volume by Level Map becomes overly distributed (flat profile), rendering 'levels' meaningless.
- ATOM Logit AUC drops below 0.50 in live forward testing.
- Price oscillates across the Pitchfork Median Line repeatedly (structural breakdown).
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