KNN Round-Level Momentum Burst

Family: hybrid · Regime: trending · Complexity: high · Asset classes: FX Majors, Equity Indices, Gold · Timeframes: M15, H1

Thesis

Market participants treat round numbers as significant psychological barriers or breakout points. A momentum surge (WAE) confirmed by local trend patterns (KNN) at these levels represents institutional commitment, which tends to seek liquidity at the next fractal mathematical pivot (Murrey Math) or structural zone (Supply/Demand).

Components

• Round Levels Zone Shading (regime) — Defines the macro 'playing field' where institutional liquidity resides; trades are only initiated when price is near or breaking from these zones.
• AI Trend Navigator [K-Neighbor] (direction) — Uses machine learning to filter noise and ensure the immediate local price structure is aligned with the intended trade direction.
• Waddah Attar Explosion (WAE) (entry) — Acts as the high-sensitivity trigger, ensuring that we only enter when momentum (MACD slope) exceeds the current local volatility (Bollinger width).
• Murrey Math Line X (exit) — Provides objective fractal-based profit targets (1/8th intervals) that act as natural magnets for price exhaustion.
• Supply & Demand Zones (NNFX) (risk) — Identifies structural pivots; used for hard stop-loss placement to ensure the trade is invalidated if market structure breaks.
• Spread Display and Alert (volatility_filter) — Prevents entry during news events or low-liquidity periods where transaction costs would erode the WAE momentum edge.

Known failure conditions

• If the AI Trend Navigator provides alternating signals (choppiness) within a single Round Level Zone.
• If the average spread exceeds 50% of the distance to the first Murrey Math level.
• If price remains pinned between two Supply and Demand zones for >3 Murrey Math periods.

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