Logit-Structure Hybrid (ATOM Spec)

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

Thesis

The hypothesis is that ATOMUSDT intraday momentum can be predicted by a logistic regression model (ATOM Logit), but these signals only yield profitable trends when they align with the session's opening range structure (Regime) and occur within a low-turbulence environment (Market Weather). By entering on institutional displacement signatures (OB/FVG) and placing stops behind volume-profile nodes (Supply/Demand), we capture the most efficient portion of the trend before mean reversion or trend decay occurs (ZLSMA Exit).

Components

• Trepidity Opening Range with Extensions (regime) — Provides the intra-day structural context. Trading above the Mid-Range establishes a bullish daily bias, while extensions serve as volatility-based exhaustion targets.
• ATOM Coefficient Indicator (logit) (direction) — Utilizes a specific logistic regression model to provide a statistical probability of momentum for the 15m ATOMUSDT pair, acting as the primary directional filter.
• Order Block / FVG Detector (entry) — Identifies the specific high-conviction institutional entry points (FVGs/OBs) where price has shown impulsive displacement in the direction of the bias.
• Zero Lag Least Squares Moving Average (ZLSMA) (exit) — Acts as a low-latency trend trailer to capture the meat of the move while exiting quickly when momentum decays.
• Dynamic Supply and Demand Zones [AlgoAlpha] (risk) — Identifies Low Volume Nodes (LVNs) and pivot-based liquidity zones to place logical, market-structure-dependent stop losses.
• Market Weather Price MA Cross (volatility_filter) — Filters out 'turbulent' or choppy regimes where price oscillates around its mean, ensuring the strategy only fires when the market is stable enough for trend following.

Known failure conditions

• ATOM Logit model AUC drops below 0.50 in walk-forward testing.
• Market Weather consistently exceeds 15 crosses, indicating a permanent shift to a high-noise regime.
• Opening Range extensions are frequently ignored by price, suggesting volatility expansion beyond linear projections.

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