Logit-Ichi ATOM Structural Drift Strategy

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

Thesis

The ATOMUSDT market exhibits persistent structural signatures that can be captured by a logistic regression model. By combining these statistical predictions with an Ichimoku trend score and a volatility-filtered entry (TMA), the strategy aims to enter high-probability drifts. The use of volume-based 'Demand/Supply' zones for stops ensures that trades are only held while the underlying liquidity cluster supports the direction, while the smoothed ATR Heiken Ashi exit captures the meat of the trend without being shaken out by minor noise.

Components

• Unsupported Map Template (regime) — Used as a backend state-manager to store and track the 'active' supply/demand zone levels across bars, compensating for the dynamic nature of the risk indicator.
• ATOM Coefficient Indicator (logit) (direction) — Provides the core statistical bias for the 15m timeframe based on pre-trained market structure weights.
• MMT Ichi Workflow Overlay Profiles (entry) — Validates the logit prediction against a multi-factor Ichimoku trend score to ensure we aren't trading against the macro regime.
• ATR Heiken Ashi (exit) — Provides a smoothed trailing stop that accounts for noise-filtered volatility rather than raw price spikes.
• Dynamic Supply and Demand Zones [AlgoAlpha] (risk) — Defines the technical invalidation point (Stop Loss) based on volume-profile local minima (LVNs).
• Stochastic Oscillator (confirmation) — Acts as a timing trigger to prevent entering overextended moves, requiring a momentum 'hook' in the direction of the trade.
• TMA CG 2024 (Centered Moving Average) (volatility_filter) — Filters out entries when price is at extreme deviations from the centered mean, reducing the risk of buying the absolute top of a repainting curve.

Known failure conditions

• The logit model's AUC drops below 0.50 in live testing, rendering signals random.
• Price frequently violates Dynamic S&D zones without triggering the HA-ATR exit, indicating zones are too wide.
• Consistent losses occurring during low-volatility regimes where TMA CG bands narrow excessively.

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