Gator-Logit Zero-Lag Pivot Hybrid

Family: hybrid · Regime: trending · Complexity: high · Asset classes: Crypto (specifically ATOMUSDT or BTCUSDT) · Timeframes: 15m

Thesis

The combination of micro-momentum (MACD 1.5) and macro-regime (Gator) provides a window where structural pivots (Bullish Pivot) have a higher probability of success, provided the statistical context (Logit) is favorable. The McNicholl EMA allows for participation in fast trends while exiting before standard lagging indicators.

Components

• Gator Oscillator (Standard) (regime) — Identifies the 'Eating' phase where volatility and momentum are expanding, ensuring the strategy only enters during active trend breathing cycles.
• Unsupported ta.macd Fast Length (direction) — Uses an ultra-fast floating-point EMA (1.5) to capture micro-momentum shifts that standard integer EMAs would lag or miss, providing an early direction filter.
• Bullish Pivot Detector (entry) — Provides a structural confirmation entry by requiring a specific candle sequence (red-to-green) and a subsequent local resistance breakout.
• McNicholl EMA (MCNMA) (exit) — The 6-stage cascaded TEMA acts as a zero-lag trend follower, providing a trailing exit that reacts faster to reversals than standard EMAs.
• ATOM Coefficient Indicator (logit) (risk) — Acts as a final probability filter using logistic regression to assess if market features (FVGs, swing pressure) favor a long position. Provides ATR-based SL/TP.
• Probable High Low (volatility_filter) — Acts as a hardcoded boundary filter; trades are only permitted when the price is within the specified 'probable' historical range.

Known failure conditions

• Price action permanently moves away from the hardcoded 32k-33k range, making the volatility filter perpetually false.
• The logistic regression model (AUC 0.52) begins producing excessive false positives due to feature drift in ATOMUSDT.
• The non-standard MACD 1.5 EMA calculation causes platform-specific floating point errors or crashes.

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