ATOM Logit Structure Mean-Reversion

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

Thesis

Intra-day trends in ATOMUSDT are sustainable when the current price is above/below the 'fair value' (VWAP), supported by momentum (MACD) and a recent 'Smart Money' structure shift (Mitigation Block). The edge is refined by entering on mean-reversion pullbacks (Bollinger Middle Band) only when a logistic regression model (ATOM Coefficient) predicts a high probability of continuation, and exiting at known retail liquidity pools where reversals are likely.

Components

• Daily Volume-Weighted Average Price (VWAP) (regime) — Sets the intra-day bias; we only look for longs when price is above VWAP and shorts when below.
• MACD EMA Crossover Visualizer (direction) — Confirms momentum alignment with the VWAP regime.
• Bollinger Bands (Standard) (entry) — Acts as the tactical entry trigger; specifically looking for a mean-reversion touch of the Middle Band (SMA 20) within the established trend.
• Custom 004 Liquidity Map with Drawings (exit) — Provides dynamic price targets by identifying the most recent 20-period swing highs/lows where liquidity is likely resting.
• ATOM Coefficient Indicator (logit) (risk) — Provides the final probabilistic 'Go' signal and defines the risk parameters (Stop Loss/Take Profit distances) based on the ML model's ATR-based outputs.
• ICT Mitigation Block Scanner (volatility_filter) — Filters for high-probability setups where a market structure shift (Mitigation Block) has occurred, ensuring volatility is backed by institutional order flow.

Known failure conditions

• ATOM Coefficient AUC drops below 0.50 (random walk).
• Protracted ranging periods where VWAP remains flat and price oscillates across the Middle Band frequently.
• Significant divergence between MACD momentum and ICT Mitigation Block direction.

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