ATOM Logit Session Extension Hybrid
Family: hybrid · Regime: trending · Complexity: high · Asset classes: Crypto (ATOMUSDT) · Timeframes: 15m
Thesis
ATOM price action exhibits structural session-based momentum that can be predicted by logistic regression models using market structure (FVGs) and liquidity. The edge exists when this trend momentum aligns with session-derived extension levels, provided the trend is not so overextended that it breaches statistical volatility grids. Using Heiken Ashi-smoothed volatility for exits allows the strategy to ride intraday trends without being shaken out by standard price noise.
Components
- Grid Bot [Grid range plugin] Two Moving Avarages [psyll] (regime)
- ATOM Coefficient Indicator (logit) (direction) — Analyzes market structure and momentum features (FVGs, Swing Pressure) to provide a probabilistic directional bias.
- Trepidity Opening Range with Extensions (entry) — Provides the execution trigger; trades are only taken on tests/breaks of session-derived extension levels.
- ATR Heiken Ashi (exit) — Calculates volatility through smoothed synthetic price data to define the profit target distance without sensitivity to noise.
- Chandelier Exit Heiken Ashi Variant (risk) — Provides a dynamic trailing stop based on smoothed extremes to protect against mid-trend reversals.
- GAS Price Levels (volatility_filter) — Uses Alpha factors to ensure that current volatility is not contracting (low GAS levels), ensuring sufficient move potential.
Known failure conditions
- The ATOM logit model probability stays between 0.45 and 0.55 for extended periods, indicating a loss of structural predictive power.
- Price consistently respects the Grid boundaries but fails to reach Trepidity extensions, suggesting a 'tight-range' regime where the logic fails.
- Transaction costs (slippage/fees) exceed 50% of the ATR Heiken Ashi derived profit targets.
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